Sui (SUI) Dropped 6.8% and NEAR Protocol (NEAR) fell 5.8%, leading the index lower from Thursday.  ( 20 min )

The company acquired 455 bitcoin in its third-largest announced purchase.  ( 22 min )

Ledn said the shift is part of its broader strategy to simplify its product and sharpen its focus around bitcoin.  ( 22 min )

The president Friday morning threatened an imminent 50% tariff on all EU imports as well as a 25% levy on imported Apple iPhones.  ( 22 min )

Your day-ahead look for May 23, 2025  ( 35 min )

HYPE is up 15% in the past 24 hours, outperforming majors, as developers said they submitted comments to the derivatives agency on using DeFi principles to create better products.  ( 24 min )

Such a stablecoin, potentially open to other banks, aims to improve transaction speeds and efficiency while fending off competition from crypto firms.  ( 22 min )

Glassnode data shows all wallet cohorts are now accumulating, with options markets pricing in potential upside beyond $200K in June.  ( 24 min )

Tron's Sun sees the President fueling a new American crypto boom.  ( 24 min )

Traders are rotating into major altcoins like XRP and Solana’s SOL as bitcoin consolidates near its record highs.  ( 24 min )

Dry eyes can be more than just a nuisance—they can interfere with your daily life. If you’re dealing with chronic dry eye symptoms and are wondering i-DROP PUR Gel where to buy, this guide is for you. i-DROP PUR Gel is a premium artificial tear that offers long-lasting relief for moderate to severe dry eyes. It combines the comfort of a liquid drop with the long-lasting relief of a gel, making it ideal for those needing extended hydration. i-DROP PUR Gel is preservative-free and formulated with premium hyaluronan and glycerin. This combination provides superior moisture retention and promotes healing of the ocular surface. Unlike traditional eye drops, it doesn't require frequent reapplication. With just a single drop, you can experience lasting comfort throughout the day. It’s particularl…  ( 4 min )

Markdown Markdown is a standardised way of writing documents to include formatting like headers, italics, bold, list, links, etc. Normally, there is not a mechanism within frameworks to directly translate markdown into rendered HTML. This guide may help you add this functionality to a Next.js project should you wish, like us, to add blogs to your site. Markdown itself is a lightweight markup language. You won't normally see the untranslated raw code, unless you are perhaps a Content Creator. You will normally see the rendered HTML result in a browser. An example of markdown might look like this: ## This is a header **This is bold** _And this is italic_ [I am a link](https://futools.online) - [ ] Task List Item 1 - [ ] Task List Item 2 - [ ] Task List Item 3 Which will render to this…  ( 6 min )

If you're new to Linux, you might be wondering how to make your terminal experience more fun or personalized. That’s where two awesome tools come in: figlet and lolcat. With these, you can turn boring terminal sessions into colorful and creative ones perfect for showing off your system with style! What You’ll Learn Step 1: Install figlet on RHEL 9 Step 2: Add Color with lolcat Step 3: Display Info and ASCII Art on Terminal Launch What It Looks Like Final Thoughts Tools Recap How to install figlet to generate ASCII art text How to install lolcat to add rainbow colors How to create a custom welcome banner that displays every time you open your terminal How to include system info like hostname and uptime figlet Let’s start by installing figlet, which converts regular text into fun ASCII …  ( 4 min )

I see the future. I see it so clearly that you will receive this in a few years. Dear Customer, The BlahBlah monitoring system has noticed suspicious attempts to log in to multiple users’ accounts (an AI brute-force technique). Your account has been recognized with potentially weak security settings. Therefore, to prevent unauthorized access, your account password has been regenerated automatically. To restore access and ensure the security of your account, please complete the following step: Reset a new strong password(At least 58 characters, including at least 3 uppercase, 7 lowercase letters, 9 numbers, and at least 7 special characters, e.g., ! @ # ? ]) Your future BlahBlah security team Why? People are lazy, and we tend to learn less and less and watch TV every day instead of reading books, solving math problems, thinking about space, dreaming big. Imagine how your brain will work if you need to remember your new 58 characters password for your fresh 588 new services you will subscribe to deliver food to your home. The future is bright! Embrace it. Please change your password to 58 characters now, and don’t write them down. Train your brain! Photo by Shruti Parthasarathy on Unsplash  ( 3 min )

On day 6, I will show how Vue 3, SvelteKit, and Angular respond to HTML events in the shopping cart component. In the shopping cart component, a new item will be added to the item list on the form submit event. Moreover, the item will be removed from the list when a delete button is clicked. Vue 3 application The script tag adds a saveItem method to append a new item to the items ref. We access the items, newItem, and newItemHighPriority refs in the script tag; therefore, we have to call .value to access their values. The new item consists of the value of newItem and newItemHighPriority, which is pushed to the array. import { Icon } from "@iconify/vue"; import { ref } from 'vue'; const items = ref([]) const newItem = ref('') const newIte…  ( 7 min )

In the great geopolitical theatre of South Asia, Pakistan was often cast as the reactive actor — defending, surviving, recalibrating. But that script has been rewritten. Not through war, but through diplomacy, deterrence, and doctrine. India’s two-front war fantasy — engaging China in the north while destabilizing Pakistan in the west — was never a strategy rooted in reality. It was a media script designed to boost morale, push military spending, and sell the illusion of supremacy. That illusion fell apart in 2025. China’s decisive diplomatic entrance into Afghanistan, coupled with Pakistan’s security synchronization with the Taliban regime, ended India’s covert playground. RAW’s logistical networks, once thriving in Kandahar and Jalalabad, have dried up. And with the collapse of those cor…  ( 4 min )

Introducción: El Equilibrio Perdido en el Diseño de Bases de Datos En el mundo del diseño de bases de datos relacionales, existe una tendencia casi religiosa hacia la normalización perfecta. Los diseñadores novatos, armados con las reglas de Codd y la teoría relacional, se embarcan en cruzadas para eliminar cada vestigio de redundancia. Sin embargo, esta búsqueda obsesiva de la pureza teórica puede convertirse en una trampa que compromete gravemente el rendimiento, la mantenibilidad y la usabilidad práctica de los sistemas de bases de datos. Para entender por qué la sobre-normalización es problemática, primero debemos comprender qué representa cada forma normal desde una perspectiva algebraica. Primera Forma Normal (1FN): Una relación R está en 1FN si y solo si cada atributo contiene val…  ( 10 min )

How do we find a list of people whose birthday is today from a database and perform an operation on them? To start, we add the Foxdb library: composer require webrium\foxdb In this way, write the default configuration for using the library and change it according to your project. use Foxdb\DB; use Foxdb\Config; use Foxdb\DB; DB::addConnection('main', [ 'host'=>'localhost', 'port'=>'3306', 'database'=>'test', 'username'=>'root', 'password'=>'1234', 'charset'=>Config::UTF8, 'collation'=>Config::UTF8_GENERAL_CI, 'fetch'=>Config::FETCH_CLASS ]); Now, using a simple query, we can get the list of people whose birthday is today. $list = DB::table('users') ->month('birth_date', date('m')) ->day('birth_date', date('d')) ->get(); See the GitHub repository and documentation at the link below. FoxDB Documentation  ( 3 min )

You may have noticed that Google’s logo today is flat, colorful, and minimal — a big shift from the old serif-style version we saw in the early 2000s. But why the change? When Did Google Change Its Logo? Google last changed its logo on September 1, 2015. The previous version used a serif font with a more traditional look. The new logo features a sans-serif font, brighter colors, and a design optimized for digital platforms. Old Tech, Old Challenges Back then, CRT monitors didn’t show colors accurately, and early printers couldn’t match on-screen colors well. So, logos were kept simple, with basic colors and solid shapes to avoid issues in print and digital formats. Now Everything’s Digital Today, screens are high-resolution, color-accurate, and mobile-friendly. Printing tech has also caught up. Most importantly, our lives are now digital-first — so logos need to look great on screens of all sizes. Google’s 2015 logo update introduced a clean, modern, and scalable design. It’s easy to read, works across devices, and feels more playful and user-friendly — just like Google's services. What Do You Think? This is just my opinion based on how technology has evolved. But what about you?Do you think there’s another reason Google changed its logo?It feels like many brands are updating their logos these days — maybe Google just joined the trend too.  ( 3 min )

Let's be real – keeping up with the pace of software development today is intense. New frameworks pop up and the push for faster, better, and more secure code never stops. This article is all about cutting through the buzz and looking at how AI-powered tools can actually help you, the Java developer, day-to-day. We'll dive into specific ways AI can help you through the whole SDLC: Understanding Complex Tasks Accelerating Code Creation Streamlining Cloud Deployment Creating Effective Tests Increasing Code Quality and Security Improving Code Review Okay, first up: wrapping your head around the job at hand. You know those moments where you need to implement a feature based on requirements that feel a bit… fuzzy. Traditionally, this means lots of reading, maybe drawing diagrams, and …  ( 14 min )

Introduction The market teems with impressive design portfolios, but which UI/UX design agency can truly add value to the business? Out of a number of client-agency partnerships in history that have gone through both successful and unsuccessful ones, specific qualities are seen to be the ones that matter the most. Here is a simple way to find the 10 most important attributes to look for when you are searching. 1. A Portfolio That Shows Real Problem-Solving Do not concentrate on an agency's exposure to the audience of their showcase. The best UI/UX design company has actually solved industry-specific issues with their work through case studies that show the process, the solution, and the outcomes with measurable KPIs. How often have you chosen a less appealing portfolio? Did the portfolio…  ( 7 min )

If you’re diving into building web applications with Express.js, you’ve probably heard about the MVC (Model-View-Controller) architecture. But why is MVC such a popular choice among developers? And how can it supercharge your Express.js projects? In this blog, I’ll walk you through the usefulness, advantages, and scalability of MVC in Express.js, sprinkle in some fun facts, and give you actionable insights to start implementing it today. MVC is a design pattern that divides your application into three interconnected components: Model: Manages data and business logic View: Handles the user interface and presentation Controller: Acts as an intermediary, processing user input and interacting with Models and Views This separation helps keep your code organized, maintainable, and scalable. Belo…  ( 4 min )

Throughout my life, I've tried to get on top of my finances and understand my financial performance. I experimented with numerous finance tracker apps, but none of them truly worked for me. The main issue was their demand for regular input—logging expenses, scanning receipts, categorizing transactions, and tracking goals. This felt like a burden, and I soon realized that I don't need to micromanage my transactions. It's pointless for me to know if this week's spending is higher than last week's, or if I spent more on clothes this month than usual. What I truly want is a high-level overview of my savings. Did my wealth increase over the year? Is it worthwhile to diversify savings between CNY and USD? What's the total of my savings spread across several banks, brokers, and crypto-wallets? To…  ( 3 min )

As a QA engineer testing blockchain-based systems, I’ve learned that blockchains aren't just about decentralization and tokens — they’re also complex distributed architectures that require robust testing methodologies. Whether you’re working on Layer 1 protocols or dApps, understanding what makes a blockchain reliable is essential. In this post, I want to share key testing insights and red flags to watch out for, as well as highlight three examples of well-architected blockchains I’ve encountered in my QA career. Testing a blockchain means thinking beyond traditional app behavior. Here’s what separates it: Immutability – You can’t "roll back" a bad transaction. Your tests must simulate edge cases carefully to avoid unintended consequences on live networks. Distributed Consensus – Bugs in c…  ( 4 min )

CSS sign() is not well supported but can be 'polyfilled' with calc & clamp: --input: 10; /* <-- Any number */ --num: calc(var(--input) * infinity); --sign: clamp(-1, var(--num), 1); Handy if you're attempting conditional logic and you need 0's and 1's instead of numbers. (What? Why? Read more about Binary Linear Interpolation). How it works: Multiply by infinity to give us 0 or +/- infinity to avoid rounding errors when dealing with very small decimals. Tip: If you know your input numbers will never be between -1 and 1 then you can skip the calc(). Round to the nearest -1, 0 or 1. Demo on CodePen:  ( 3 min )

Organizations across all industries now heavily rely on data-driven insights to make decisions and transform their business operations. Effective data analysis is one essential part of this transformation. This is why data cleaning is a very important process in the data science project lifecycle. You may find it surprising that 83% of data scientists are using machine learning methods regularly in their tasks, including data cleaning, analysis, and data visualization (source: market.us). In the following infographic, we explore the top 10 Pandas one-liners that you can use for: • Dropping rows with missing values The infographic also guides you on how to create a sample dataframe from GitHub to work on. Check out this infographic and master Panda’s one-liners for data cleaning  ( 3 min )

By [Lawson Peters] | Cybersecurity Analyst & Cloud Enthusiast Cybersecurity protects digital systems from attacks, not just hacking, and is crucial for everyone. It seems likely that common myths, like only techies need it, can leave individuals and businesses vulnerable. Research suggests small businesses and individuals are often targets, not just big corporations. The evidence leans toward needing more than strong passwords, like two-factor authentication, for safety. Recent attacks, such as the 2025 Morocco data breach, show the real-world impact of cybersecurity failures. Cybersecurity is about keeping your digital life safe, like locking your doors at home. It protects systems, networks, and programs from attacks that can steal data, demand money, or disrupt services. Think of it as …  ( 8 min )

MatrixSwarm isn’t an orchestrator. It’s not a framework. No daemons. No containers. Just files. Every agent lives beside you in the file tree — not underneath you like some fragile Docker brat. They think, spawn, terminate, and resurrect in folders. It’s violent. It’s elegant. It works. Now imagine this world watching your Apache server. Not with metrics dashboards. Not with Prometheus. The Problem You don’t notice until: 3:00 AM A Discord ping from QA Or worse — a client calling your phone The Solution: ApacheSentinel This thing: Checks if Apache is alive (systemctl is-active) Scans for ports 80/443 via ss Restarts the service if it fails Dispatches a log-level swarm alert to Discord, Telegram, or Matrix GUI Rolls daily uptime logs to /comm/apache-sentinel/ If it fails three times in a row? Because a Watchdog that keeps trying forever is called a failure loop. 🧬 Core Reflex Logic (Excerpt) def worker(self): if running and ports_open: self.log("[WATCHDOG] ✅ Apache is running.") else: self.log("[WATCHDOG] ❌ Apache is NOT healthy. Restarting.") if self.should_alert("apache-down"): self.alert_operator("❌ Apache is DOWN or not binding required ports.") self.restart_apache() Apache dies. Reflex triggers. 📜 Deploying the Sentinel directive = { python3 site_ops/site_boot.py --universe ops --directive apache_watchdog 🧠 This Isn’t Monitoring — It’s Instinct Don’t monitor your system. 🎁 Want The Code? GitHub: https://github.com/matrixswarm/matrixswarm Docs: https://matrixswarm.com Discord: https://discord.gg/NEvMJ4DV Codex: /agents/mirv-hive ⚠️ Final Words Next time Apache crashes, don’t pray a service notices. Spawn a sentinel. Let it bite. Fork the Swarm. Or fork yourself.  ( 4 min )

Let me tell you a secret—I used to think CSS colors were boring. "Oh wow, hex codes, how thrilling," I’d say, rolling my eyes so hard I could see my own brain. But then I built this Ultimate CSS Colors Tool (Pro Edition™) and—plot twist—it turns out colors are actually kinda dope? Why This Tool is Different (And Why You’ll Actually Learn Stuff) Most color tutorials are like: "Here’s HEX, RGB, and HSL." "Good luck figuring out the rest, loser." Meanwhile, this tool is like: "Here’s HEX, RGB, HSL, HSLA, HWB, OKLab, OKLCH, Display-P3, and even CMYK (for some reason)." "Oh, you wanna play with sliders and see real-time changes? Say less." "Want to copy-paste code like a pro? Done." What You Get: ✅ All Color Formats Explained – From basic HEX to futuristic OKLCH. ✅ Interactive Playground – Because reading is hard, but clicking is fun. ✅ Real-World Use Cases – See how colors work in actual CSS (not just theory). ✅ Pre-Made Palettes – Tailwind, Material Design, Flat UI—steal them. I won’t tell. ✅ Copy-Paste Magic – One-click CSS snippets because we’re lazy geniuses. The Best Part? It’s Actually Useful You know those tutorials that teach you something and then you immediately forget it? Yeah, this ain’t that. Learn by doing (sliders! buttons! shiny things!) See contrast ratios (so you don’t blind your users) Export your colors (because memorizing hex codes is for psychopaths) Try It Yourself (Or Don’t, I’m Not Your Boss) If you’ve ever: Googled "CSS color formats" and got a 10-year-old blog post Struggled with HSL like it’s some kind of math test Wanted to use modern color spaces but had no idea how …then this tool is for you. 👉 [Check it out here] (or just stare at the pretty colors, I don’t judge). Final Thought: CSS colors don’t have to suck. This tool makes them almost fun. And if it doesn’t? Well, at least you got to play with sliders. Happy coloring! 🎨  ( 3 min )

A post by Sparkles  ( 2 min )

Ruby on Rails 8 has arrived, bringing exciting new features, performance improvements, and developer-friendly enhancements. Whether you're upgrading from Rails 7 or starting a new project, Rails 8 continues to streamline web development with its convention-over-configuration philosophy while embracing modern best practices. In this blog post, we'll explore the key features of Rails 8 with practical examples to help you get the most out of this release. Rails 8 fully embraces Hotwire (Turbo + Stimulus) as the default frontend approach, reducing JavaScript complexity while maintaining dynamic interactivity. Example: Real-Time Updates with Turbo Streams <!-- app/…  ( 4 min )

Are you a developer looking to take your .NET Core web application live in just a few clicks? Azure and Visual Studio make it easy—even for beginners! Here’s a 𝘀𝗶𝗺𝗽𝗹𝗲, 𝗰𝗹𝗲𝗮𝗿 𝗿𝗼𝗮𝗱𝗺𝗮𝗽 to deploy your ASP.NET Core app directly to Azure: ✅ 𝗦𝘁𝗲𝗽-𝗯𝘆-𝗦𝘁𝗲𝗽 𝗗𝗲𝗽𝗹𝗼𝘆𝗺𝗲𝗻𝘁 𝗚𝘂𝗶𝗱𝗲 𝗢𝗽𝗲𝗻 𝘆𝗼𝘂𝗿 𝗔𝗦𝗣.𝗡𝗘𝗧 𝗖𝗼𝗿𝗲 𝗽𝗿𝗼𝗷𝗲𝗰𝘁 in Visual Studio. 𝗥𝗶𝗴𝗵𝘁-𝗰𝗹𝗶𝗰𝗸 𝗼𝗻 𝘁𝗵𝗲 𝗽𝗿𝗼𝗷𝗲𝗰𝘁 > 𝗣𝘂𝗯𝗹𝗶𝘀𝗵. Choose "𝗔𝘇𝘂𝗿𝗲" as your target and select "𝗔𝘇𝘂𝗿𝗲 𝗔𝗽𝗽 𝗦𝗲𝗿𝘃𝗶𝗰𝗲". 𝗦𝗶𝗴𝗻 𝗶𝗻 𝘁𝗼 𝘆𝗼𝘂𝗿 𝗔𝘇𝘂𝗿𝗲 𝗮𝗰𝗰𝗼𝘂𝗻𝘁. 𝗖𝗿𝗲𝗮𝘁𝗲 𝗮 𝗻𝗲𝘄 𝗔𝗽𝗽 𝗦𝗲𝗿𝘃𝗶𝗰𝗲 (if not already created): Unique app name Resource group Free hosting plan (F1) Click "𝗣𝘂𝗯𝗹𝗶𝘀𝗵", and Visual Studio handles the rest! Once done, your app is live at: https://.azurewebsites.net No command lines. No configs. Just 𝗰𝗹𝗶𝗰𝗸, 𝗰𝗼𝗻𝗻𝗲𝗰𝘁, 𝗮𝗻𝗱 𝗱𝗲𝗽𝗹𝗼𝘆. 🙌 𝗛𝗮𝘃𝗲 𝘆𝗼𝘂 𝗲𝘃𝗲𝗿 𝗱𝗲𝗽𝗹𝗼𝘆𝗲𝗱 𝗮𝗻 𝗮𝗽𝗽 𝘁𝗼 𝗔𝘇𝘂𝗿𝗲 𝘂𝘀𝗶𝗻𝗴 𝗩𝗶𝘀𝘂𝗮𝗹 𝗦𝘁𝘂𝗱𝗶𝗼? Let’s help each other grow by sharing experiences below! 👇  ( 3 min )

Identifying Effective Figma Efficiency Boosters Evaluating Plugin Performance Okay, so you're trying to speed up your Figma workflow, right? Plugins are the way to go, but not all plugins are created equal. Some can actually slow you down if they're poorly coded or just too resource-intensive. The key is to test and monitor plugin performance regularly. Here's a simple way to think about it: Track loading times: How long does it take for the plugin to launch and complete its task? Monitor Figma's overall performance: Does Figma become laggy or unresponsive after installing the plugin? Check for conflicts: Does the plugin interfere with other plugins or Figma's core functionality? It's also worth checking out user reviews and ratings. See what other designers are saying about the plugin's p…  ( 7 min )

When deciding between Java and Kotlin for backend development, understanding their key strengths is essential. Java has long been the industry standard for building robust, scalable backend systems with a vast ecosystem and mature frameworks like Spring Boot. It offers excellent performance, strong community support, and extensive libraries, making it a reliable choice for enterprise applications. On the other hand, Kotlin is rapidly gaining popularity for backend development due to its concise syntax, null safety features, and seamless interoperability with Java. Kotlin’s modern language design reduces boilerplate code, which speeds up development and improves code maintainability. It also supports coroutines, enabling efficient asynchronous programming that’s perfect for building high-performance backend services. Both languages integrate well with popular tools and cloud platforms, but Kotlin is often preferred in new projects looking for modern solutions, while Java remains dominant in legacy systems and large-scale applications. Ultimately, your choice should consider factors like project requirements, team expertise, and future scalability. Staying updated with current trends, frameworks, and cloud-native development can help you make the best decision for backend programming in 2024.  ( 3 min )

Top 7 Microsoft 365 Apps Every Business Should Use in 2025 In today's fast-moving digital world, businesses need more than just basic tools — they need smart, connected solutions that improve productivity, simplify communication, and ensure data security. That’s where Microsoft 365 Apps for Business comes in. Packed with powerful apps like Word, Excel, Outlook, Teams, and OneDrive, Microsoft 365 is more than just office software — it’s a complete productivity suite for modern businesses. In this post, we’ll explore the top 7 Microsoft 365 apps every business should use in 2025 and how they can transform your workflow. Microsoft Word is still the gold standard for creating professional documents — but in Microsoft 365, it’s taken to the next level: ✍️ Real-time collaboration: Multiple peo…  ( 4 min )

In today’s fast-paced transportation landscape, fleet fuel management is more than a cost-saving tactic—it's a strategic pillar of successful fleet operations. As fuel prices fluctuate and sustainability becomes a growing priority, fleet managers are turning to intelligent solutions to manage resources efficiently. At the core of this transformation is the Hypernym Fleet Management System, a powerful platform that puts fleet fuel management and operational control in the palm of your hand. Let’s explore how Hypernym is changing the game, and why integrated fleet management and telematics are vital to fuel efficiency and long-term success. Fleet fuel management is the process of monitoring, controlling, and optimizing fuel consumption across a fleet of vehicles. But it's not just about trac…  ( 5 min )

💭 Have you ever had to manage dozens of spreadsheets, sync product descriptions across e-commerce, ERPs, catalogs... and not even know where to start? If you work with structured data, APIs, or integrated systems, you already know: the real skill today is managing information — not just writing code. This is where Sentric Academy comes in. A technical training platform created for developers, digital agencies, freelancers, and anyone who wants to truly master product data management. A free online platform, built by the team behind Sentric, designed to help you: Understand how the system works Use it independently Integrate it into your stack (CMS, PIM, ERP, custom APIs...) You don’t have to be an expert already: the Academy is also ideal for those just getting started who want to lear…  ( 4 min )

What’s up, code fam? If you’re tired of boring, laggy apps and want your squad to vibe together in real time (securely, obvi), you gotta peep Jazz by Garden Co. This open-source baddie is here to make your next project hit different. Let’s get into it: ✨ Why Jazz is a Whole Mood Real-Time Sync, No Cap: Your data updates instantly across all devices. No more “wait, did you save?” drama. It’s all live, all the time. Offline? Still Vibing: Even if your WiFi ghosts you, Jazz keeps your changes safe and syncs up when you’re back online. Resilient AF. Squad Goals = Collab: Multiple peeps can work together, edit, and see changes in real time. Think Google Docs energy, but for anything you wanna build. End-to-End Encryption: Your tea stays private. Jazz encrypts everything so haters and hackers ca…  ( 3 min )

What is MySQL? MySQL is a relational database management system (RDBMS) that lets you store, organize, and retrieve data using SQL (Structured Query Language). It’s one of the most popular databases in the world — trusted by companies like Facebook, YouTube, and GitHub. Structured storage with tables, columns, and rows Powerful queries using SELECT, JOIN, WHERE, and more Secure data handling with user privileges and roles Fast performance, scalability, and reliability Ideal for real-world applications: from user accounts to e-commerce Whether you're building a simple web app or a complex system, MySQL gives you full control over your data. It's the perfect first step for any developer. Here an example of MySQL command: CREATE TABLE products ( id INT AUTO_INCREMENT PRIMARY KEY, name VARCHAR(100), price DECIMAL(10, 2), created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP ); -- Insert a product INSERT INTO products (name, price) VALUES ('Laptop', 1499.99); -- Get all products SELECT * FROM products;` 💬 If you're just starting with MySQL, here are the fundamentals you should focus on first: 📊 What is a Database & Table 🔑 Primary Keys & Data Types 🛠️ Basic SQL Commands 📋 Filtering Data with WHERE 🔗 Table Relationships (JOINs) 🧩 Indexes & Foreign Keys 📦 Normalization 🔐 User Permissions & Security 🗃️ Backup & Restore Always know how to export and import your data safely.  ( 3 min )

**🚀 Starting My Dev Journey with Node.js! 🟢 Hey devs! 👋** Node.js isn’t just a runtime — it’s freedom for JavaScript developers. It lets you build fast, scalable network applications using JS on the server-side. Think of it as unlocking the full-stack potential of JavaScript. 🌐✨ Why I love Node.js so far: ⚡ Non-blocking I/O — It's built for speed and efficiency. 📦 NPM ecosystem — There’s a package for nearly everything! 🔁 Event-driven architecture — Perfect for handling real-time data. 🔄 Full-stack sync — Using JS across both frontend & backend feels seamless. Whether you're building a REST API, a real-time chat app, or a microservice, Node.js has your back. This is just the beginning — I'm diving deeper into Express.js next and can’t wait to share more as I learn. If you're working with Node.js too, I’d love to hear your favorite tips, tools, or projects! 🛠️💬 NodeJS #WebDevelopment #JavaScript #DevJourney #BackendDevelopment  ( 3 min )

Lately, I’ve been seeing stories that genuinely shock me - managers deliberately sabotaging production, creating chaos, or manipulating deadlines just to see how their devs react under pressure. Let’s be clear: this isn’t leadership. This is abuse. You don’t build trust or resilience by throwing your team into trauma scenarios. You don’t foster collaboration by making people suffer. And you definitely don’t promote “team skills” by manufacturing stress. That’s not psychological safety - that’s psychological warfare. If this happened in any other field - construction, demolition, food service - the manager would be gone. Immediately. Because putting people at risk for the sake of your curiosity or ego is unacceptable. Just because developers work at desks doesn’t mean they aren’t affected. Burnout is real. Mental exhaustion is real. People leave not because they’re weak - but because they’re being used as stress test dummies. You don’t test loyalty by creating chaos. You earn it by creating clarity. You don’t build team skills through sabotage. You build them through support. We need to stop celebrating toxic “leadership” and start holding it accountable. Written by Tyler Johnston-Kent Check out more work at [https://www.formant.ca] leadership #burnout #mentalhealth #softwareengineering #devlife #workculture  ( 3 min )

The research unequivocally demonstrates that TFAP2C warrants consideration as a valuable biomarker for the prevention and treatment of psoriasis. Estimated to affect 21 to 67% of children and adolescents, urticaria is a common disorder, which commonly necessitates emergency department admissions. In the atopic condition known as allergic rhinitis (AR), the immune system's response to environmental factors manifests as clinical symptoms. Helicobacter pylori's neutrophil-activating protein (HP-NAP), a peptide, acts to reduce Th2 responses and encourage Th1 activity; the mucus-binding cell-surface protein MapA binds to mucosal lining. This study investigated the impact of HP-NAP and MapA, when combined with alumina nanoparticles, on the expression of AR. Alumina nanoparticles were conjugate…  ( 7 min )

The Chanel Boy Bag marks one of the celebrated design in the history of luxury fashion houses. One of the most remarkable bags in a collection was launched in 2011 by Karl Lagerfeld, who was inspired by Gabrielle Chanel's androgynous style and admiration for practical pieces. Unlike the classic Chanel flap bags, the Boy Bag is bold and edgy, modern, which makes it stand out from the rest, especially amongst trendsetting individuals. It features strong lines, a signature rectangular lock with a chunky strap that displays contemporary appeal while maintaining achingly timeless elegance. View Chanel Boy Small for sale - LuxuryEvermore for More Details The Chanel Boy Bag comes with Small, Medium, New Medium and Large sizes, each addressing style preferences and differing functional needs. Cost…  ( 9 min )

In an era where customer experience drives market dominance, UAE companies are turning to Salesforce as more than just a CRM — it’s becoming a core business enabler. But unlocking its full potential requires more than implementation. It calls for a tailored strategy that aligns with regional nuances, growth ambitions, and digital maturity. What it takes: Customize Salesforce to reflect UAE business culture and customer expectations Read the full blog here  ( 2 min )

(Step-by-Step Guide) Create an email account on email.js (https://www.emailjs.com) Sign up and log in to your account Connect or link your email with email.js Then the following page will be shown Then click on Gmail when the services open Then, click on the Connect Account Button to connect your email. After that, click on the create service button After creation, you will get service from that Then Click on Email Template Then click on the Create New Template Button Then click on the Create Template button Then, set the template that you want and click the save button Then, go back to the Email Template and get your templateId Then open the account from the left sidebar and get your public key After that Install EmailJS in Next.js npm install @emai…  ( 4 min )

Let's be real, guys. Nothing grinds our gears more than tech that can't keep up. You're trying to crush the competition in that game, or maybe just trying to watch the highlights without buffering every two seconds, and BAM! Frozen screen. You feel that primal rage building, right? That's your inner caveman screaming for efficiency. And if you're anything like my buddy Hanish, his inner caveman goes full berserker. Dude once headbutted his router because Netflix was lagging. True story. Now, some egghead philosopher named Nietzsche (don't worry, I can barely pronounce it either) had this idea about the "will to power." Basically, it's the manly urge to get better, to dominate challenges, and to generally be more awesome. Think about hitting the gym and pushing yourself to lift more – that'…  ( 4 min )

The Story of a Component Igor Sukharev ・ May 22 #webdev #javascript #react #solidjs  ( 2 min )

TL;DR: AI agents are no longer just hype—they’re becoming the autonomous co-pilots of software development, testing, deployment, and operations. Think ChatGPT meets Jenkins, but smarter, faster, and way more autonomous. 🚀 The Rise of AI Agents What is an AI Agent? Perceive its environment (e.g., system logs, user feedback) Reason about what actions to take Act autonomously based on goals In short: They don’t just answer questions—they do things. Imagine asking your agent: 🛠️ The DevOps Evolution: From Pipelines to Autonomous Workflows “What if your next junior developer wasn’t a person, but an AI agent that commits code, debugs, and writes tests — autonomously?” 🤖 What Are AI Agents? Cloning a repo Setting up environments Making code changes Writing & executing tests Opening PRs with d…  ( 5 min )

Aniruddha Adak: A Tech Visionary Bridging Code, AI, and Open Source In the ever-evolving landscape of technology, few individuals embody innovation, collaboration, and lifelong learning as passionately as Aniruddha Adak. A full-stack web developer, open-source contributor, and AI enthusiast, Aniruddha has carved a niche for himself by blending cutting-edge technical skills with a commitment to community-driven growth. Let’s dive into his journey, expertise, and contributions. Technical Expertise: Mastering Modern Web Development Aniruddha’s foundation lies in modern web technologies, where he excels as a full-stack developer. His skill set includes Next.js, React.js, TypeScript, Tailwind CSS, JavaScript, MongoDB, HTML, and CSS . This expertise enables him to build scalable, user-cen…  ( 4 min )

Traditional QR Codes Quick Response (QR) codes were developed in 1994 by Masahiro Hara and are now recognized as an ISO/IEC standard. They represent an evolution of 2D barcodes, capable of encoding numeric, alphanumeric, binary, or Kanji data in the form of a pattern of black squares on a white background. These codes are available in various sizes (or versions), ranging from version 1 (21 x 21 squares) to version 40 (177 x 177 squares). Numerous libraries and tools exist for generating QR codes. My preferred open-source library is QR Code Generator, which supports all standard features and is available in Java, TypeScript/JavaScript, Python, Rust, C++, and C. Additionally, my favorite all-in-one open-source tool is QR Toolkit, a Vue/Nuxt application offering marker and module customizat…  ( 6 min )

Graph databases have long been synonymous with social media platforms—Facebook, LinkedIn, Twitter. But what if I told you they’re powering much more than just your friend lists and follower graphs? In this post, I’ll show you why graph databases are becoming mission-critical for industries like cybersecurity, fraud detection, recommendation engines, and even SEO—and how you can start using them today. Traditional relational databases are amazing—for structured, tabular data. But as soon as relationships become complex and interconnected, they fall short. Enter graph databases. These are designed to treat relationships as first-class citizens. Nodes (entities) and edges (connections) make modeling real-world scenarios effortless. Here’s where they shine outside of social networks: Fraud D…  ( 4 min )

This is a submission for the Bright Data AI Web Access Hackathon 🔗 Demo https://project-silent-sparrow.netlify.app/ 🛠️ Backend API Proxy (Render): https://bright-data-6o8p.onrender.com/ ⚙️ How I Used Bright Data's Infrastructure This setup checked off all four MCP goals: 🔍 Discover: Pull from diverse, high-quality web sources 🔓 Access: Navigate complex, dynamic news pages 🧺 Extract: Serve structured data to the frontend 🤖 Interact: Power a dynamic, user-friendly UI with up-to-date news 📈 Performance Improvements Traditional apps rely on static data or delayed APIs. My dashboard, on the other hand, responds instantly to changes in the world pulling live headlines and anime releases in real-time, 24/7. Thanks to Bright Data’s reliable infrastructure, I built a solution that doesn’t just inform it evolves. Users get the latest with zero delay and zero fluff.  ( 3 min )

Part 1: The Pursuit for Clean Data Access in Go: Understanding the Repository Pattern Table of Contents Introduction: The Data Access Dilemma What Is the Repository Pattern? The Wild West: Life Without Repositories The Allure of ORMs: Convenience vs. Control Story Time: Three Teams, One Goal The Path Forward What's Next in This Series By the end of this article, you'll understand why the Repository Pattern is essential for building maintainable, testable, and performant Go applications. Picture this: You're three months into a Go project. What started as a simple service with a few database calls has grown into a complex system. Your HTTP handlers are bloated with SQL queries, your tests require a real database to run, and every schema change sends you on a hunt through do…  ( 10 min )

April 2025 Release (v1.100) Floating Window Modes: New "Compact" and "Always-on-top" modes allow for streamlined multi-window setups, particularly beneficial for features like Chat view. Improved Context Picker: The context picker has been refined to simplify the selection of files, folders, and other attachment types. Performance Enhancements: Faster responses on repeat chat requests and quicker edits in agent mode enhance the overall user experience. Open Sourcing GitHub Copilot Chat: Microsoft has announced plans to open source the GitHub Copilot Chat extension, marking a step towards making VS Code an open-source AI editor. Introduction of GPT-4o Model: The GPT-4o code completion model is now available in public preview for VS Code Copilot, offering more accurate and contextually relevant code suggestions. Copilot Extensions: Developers can now use natural language to interact with external services directly within VS Code, thanks to the general availability of GitHub Copilot Extensions. PostgreSQL Extension: A new PostgreSQL extension is in public preview, enabling developers to manage database objects and draft queries with intelligent assistance from the '@pgsql' GitHub Copilot agent. ReSharper for VS Code: JetBrains has released a public preview of ReSharper for VS Code, bringing features like code analysis, smart completion, and rename refactoring to the editor. Extension Security Concerns: A study revealed that approximately 8.5% of VS Code extensions are exposed to credential-related data leakage, highlighting the need for improved security measures. : In February 2025, Microsoft mistakenly flagged the 'Material Theme Icons – Free' extension as malicious and removed it from the Marketplace. After further review, Microsoft acknowledged the error and reinstated the extension, issuing a public apology.  ( 3 min )

For years, developers have heard the whispers: “SQL is outdated. NoSQL is the future.” But here's the truth — SQL is not dead. It's evolving. And it’s more powerful than ever. The rise of hybrid databases is reshaping how we build scalable, high-performance apps. SQL has long been the default choice for structured data and relational integrity. Then came NoSQL, offering flexibility and scalability at the cost of relationships and consistency. But in today’s fast-paced development world, why settle for just one? Hybrid databases let you combine the best of both worlds: SQL's structure and reliability NoSQL's speed and scalability This allows apps to scale horizontally without sacrificing data integrity. Hybrid databases can: Store structured and unstructured data simultaneously Support bot…  ( 4 min )

🚀 Mastering Flutter Widget Lifecycle As Flutter developer, understanding widget lifecycle is crucial for building high-performance, memory-efficient applications. Key Lifecycle Methods ✅ initState() - Initialize controllers, subscriptions (called once) In my last article, I explain in a simple and practical way when each one is called and how to use them correctly. 👉 Read the full article here: https://medium.com/@Victorldev/manipulating-lifecycle-of-stateful-widgets-in-flutter-e894a83d7bf0  ( 2 min )

Creating a Java web project from the ground up is a valuable way to build practical skills and prepare for a career in software development. A well-structured project not only showcases your technical abilities but also demonstrates your understanding of software design, problem-solving, and best development practices. Starting with a clear plan is essential; you should define the project’s purpose, key features, and the technologies you will use. The first step is to set up the project environment. Using a build tool like Maven or Gradle will help manage dependencies and automate builds, keeping your project organized. Choosing a robust backend framework such as Spring Boot provides a powerful foundation for developing RESTful APIs and handling business logic. Setting up your database ear…  ( 4 min )

Whether you're a jeweler reclaiming karat scrap, a recycler processing e-waste, or a miner producing dore bars, refining fees directly impact your bottom line. These fees determine how much payout you receive for your material—and, in many cases, whether the transaction is profitable at all. Understanding how refining charges are structured is critical to: Accurately pricing your metal output or scrap intake Negotiating better contract terms with refineries Preventing unexpected deductions or hidden costs In a market where margins can be razor-thin, every ounce and every basis point counts. Refining is the process of converting impure or mixed-metal material into high-purity bullion that meets market or exchange standards. This includes: Assaying the input material to determine meta…  ( 12 min )

Table of Contents Introduction What is an if statement? Core if Statement Syntax Real-World Scenario: if Statement Conclusion Let's Connect Welcome back to Day 29 of this practical Linux challenge! Part 3 of our beginner shell scripting series for RHEL 9. We are looking at the Conditional statements like the if elif then else statements. They allow your script to make decisions based on a condition. if statement? Have you ever made a decision based on a condition? Let's say it is the weekend, and you are planning your rest. You decide that if it rains, then you will stay indoors and watch your Netflix, else you will go out to the cinema. Now because you really don't want to go out you add more conditions like if it rains, then you will stay indoors and watch your Netflix, elif its…  ( 4 min )

If you’ve ever run a Sprint Retrospective and felt like the energy in the (virtual) room was flat — or your team just wasn’t that responsive — I’ve been there. In the early days of my Scrum Master journey, I struggled with exactly that. But over time, I picked up a few tricks that helped me turn retrospectives into something more valuable, more honest, and a lot more fun. One of those tricks? Adding a dose of nostalgia and creativity. Today, I’ll walk you through a fresh retro board I created — my Warner Bros Retro Board, built in Mural — and show how it helped my team open up, reflect better, and even laugh a little during retros. Why Retro Boards Matter? Retro boards that incorporate humor, themes, and relatable pop culture references create a shared space that encourages openness and en…  ( 4 min )

Introduction Remote Model Context Protocol (MCP) servers offer a solution by acting as standardized bridges between AI models and external data or services. In this post, we’ll explore what remote MCP servers are, what they enable when hosted remotely, the benefits they bring to businesses (especially for websites, applications, and SEO efforts), why companies should consider deploying their own, and how Server-Sent Events (SSE) plays a key role in these integrations. Remote Model Context Protocol (MCP) servers are lightweight programs or services that expose specific data or functionality through a standardized protocol so AI models can use them. In essence, an MCP server is like an API tailored for AI — it presents information or actions in a format that an AI assistant can understand a…  ( 15 min )

In recent years, MongoDB and PostgreSQL have gained popularity, representing the NoSQL and SQL camps, respectively. Each technology is optimized for different data modeling approaches: PostgreSQL serves as a general-purpose relational database, while MongoDB functions as a general-purpose document database. While one is more data-centric and the other more application-centric, both can handle similar workloads. PostgreSQL offers flexibility over relational with its JSONB datatype, and MongoDB's flexible schema allows for some normalization through references and schema validation. However, designing a document database as a relational one is inefficient, and vice versa. Although PostgreSQL can superficially resemble a document database with JSON datatypes, it is not optimized for using it …  ( 3 min )

Data is one of the big assets of business. Companies need updated and accurate data to make informed decisions. Today there are many organizations that offers web research services to businesses from any industry verticals. However, as the data over the internet grows exponentially that web researching has become a daunting task. By leveraging the power of AI, businesses can boost the efficiency of web research. Furthermore, It will make the process of web research much faster. Before delving the application of AI in web research services, let us explore the benefits of using AI in web research services. AI revolutionizes web research with accuracy, scalability, efficiency and many. Speed and Efficiency: AI can process a large volume of data in a short time. That is, it much faster when co…  ( 6 min )

Monitoring a website is super important for developers. It helps you figure out what’s causing issues like why your website is down, why requests are taking too long, or what might be slowing things down in general. That’s where Prometheus and Grafana come in. Prometheus is used to collect metrics from endpoints that you define (like your server or apps). What This Guide Covers and Prerequisites This guide is intended for beginners who want to learn the basics of setting up Prometheus and Grafana for monitoring their website. Basic knowledge of Linux/command line Docker (for containerization) Basic understanding of YAML Familiarity with any backend language (I'm using Flask in this guide) Creating an flask server from flask import Flask from prometheus_flask_exporter import PrometheusM…  ( 4 min )

Operational issues don’t usually appear overnight – they tend to build up slowly, gradually affecting how efficiently processes run. Many companies, no matter their size or industry, experience similar challenges. Let’s take a look at some of the most common ones below. Manual processes Many businesses rely on manual tasks, especially during their early growth stages. But as data and customer numbers increase, routine work takes up more time. This can lead to employee overload and slower response times. Instead of progressing, companies often end up spending more time correcting mistakes. Lack of real-time analytics When data is scattered across multiple spreadsheets, files, or systems, it becomes challenging to get a clear and accurate view. This often means decisions are based on intuiti…  ( 4 min )

I had the benefit of joining the AWS Community Day in Zürich this week, most went as expected but, then an interesting question came up....Does caching in API Gateway create vulnerabilities for products using Authorizer Caching? When your users call your API, you have an obvious need to verify these requests should actually be allowed. I've talked extensively about this in my academy article on what the @#!? is Auth. Even if you haven't read that article, if you are well versed in the need for users to authenticate and authorize to your specific service API and endpoints, then you get the gist. So you have a need to verify the access tokens sent by users on ever request. When using AWS this means using API Gateway, and when using API Gateway that likely means you'll be using an API Gateway…  ( 6 min )

When a customer checks out on an e-commerce site and clicks “Pay,” a complex series of processes kicks off in milliseconds. This post breaks down what happens behind the scenes of a payment gateway, how it integrates into digital storefronts, and what makes the entire process secure and compliant. A payment gateway acts as a bridge between the merchant’s website and the broader financial ecosystem — including issuing banks, acquiring banks, and payment networks. Its primary role is to: Capture and encrypt payment information Authenticate and authorize transactions Communicate results back to the e-commerce platform All of this occurs in real time, typically in under 2–3 seconds. 1. Checkout Begins 2. Tokenization 3. Authorization Request 4. Authentication (Optional / 3DS / OTP) 5. Response 6. Callback or Webhook For a broader look at the payment methods modern e-commerce platforms support — from cards to UPI and wallets — you can check out this deep dive on how different e-commerce payment systems work. Security is critical throughout. Here's how it's enforced: PCI DSS Compliance: Merchants using hosted solutions are often considered SAQ-A level — the lowest risk level — since card data is never stored or handled directly. SSL Encryption: All communication between browser, merchant server, and gateway is encrypted. Tokenization: Replaces sensitive data with tokens, reducing data breach risks. 3D Secure / OTP: Adds an extra layer of authentication for card transactions. HMAC-Signed Webhooks: Used to verify that callbacks are genuinely from the gateway. Plug-and-Play vs Custom Integrations Though often invisible to users, payment gateways form a vital layer in e-commerce architecture. Their ability to securely connect the merchant, customer, and financial institutions — in a matter of seconds — is what makes modern online commerce possible.  ( 4 min )

Communication with preverbal infants is a fundamental aspect of caregiving that sets the foundation for language development and emotional connection. While infants begin to understand language from birth, their ability to express themselves verbally develops gradually over time. Baby sign language offers a proactive approach to enhancing communication during this critical stage by introducing simple gestures that infants can use to convey their needs and emotions. This innovative strategy not only facilitates earlier communication but also reduces frustration for infants who may struggle to articulate their desires through speech alone. The concept of baby sign language is rooted in the belief that infants possess the cognitive ability to understand and replicate gestures before mastering…  ( 5 min )

In the fast-paced world of AI development, agentic AI frameworks are essential for building scalable, intelligent systems that perform complex tasks through collaborative agents. Choosing the right framework can accelerate innovation, streamline development, and maximize impact. Based on deep, comprehensive research, here are five leading frameworks shaping the future of agentic AI — each excelling in distinct capabilities that drive next-gen applications. 1. LangChain: Modular Foundation for Scalable LLM Applications 2. CrewAI: Role-Based Agent Orchestration for Complex Workflows 3. AutoGen: Microsoft’s Conversable Multi-Agent Collaboration Framework 4. Phidata: Multi-Modal, Model-Agnostic Platform for Agentic Systems 5. LlamaIndex: Scalable Event-Driven Multi-Agent Ecosystem Conclusion LangChain’s modularity, CrewAI’s role-based orchestration, AutoGen’s dynamic multi-agent chats, Phidata’s multi-modal richness, and LlamaIndex’s scalable event-driven design each offer unique strengths. Selecting the right framework depends on your organization’s technical needs, domain expertise, and deployment goals. By leveraging these powerful tools, businesses can accelerate the development of intelligent, autonomous agents that transform decision-making and unlock new opportunities in data-driven innovation.  ( 6 min )

When it comes to securing a mortgage, whether you're buying your first home, moving up the property ladder, or refinancing your current deal, the choices can feel overwhelming. With thousands of mortgage products on the market and countless lenders, it’s no surprise that more people are turning to independent mortgage advisors and brokers for expert help. If you’re looking for Solihull mortgage advice or support anywhere in the UK, an independent advisor can offer a service that’s both personal and powerful—designed to help you find the most suitable mortgage for your circumstances. An independent mortgage advisor (or broker) is a qualified professional who helps individuals and businesses find the best mortgage products available. Unlike advisors tied to specific banks or building societi…  ( 5 min )

Microsoft is restructuring again — this time, letting go of 6,000 employees to double down on AI operations. Here's what I covered in my full blog: Why Microsoft made this move Which teams were affected How this mirrors trends across Big Tech What this shift says about the future of tech jobs 💡 AI isn’t just a buzzword — it’s rewriting company priorities and job markets. 📎 Full article: Microsoft Layoffs 2025 – Full Breakdown Are we witnessing the end of traditional tech roles? Or is this just another rebalancing cycle?  ( 3 min )

In a world where real-time insights define competitive edge, reliable, well-sourced data is essential — not optional. But with data pouring in from CRMs, APIs, IoT, and social media, simply collecting isn’t enough. You need a clear, future-proof strategy that ensures quality, compliance, and scalability. Align data with your business goals Read the full guide here  ( 3 min )

If your business relies on local customers, ranking high in local search results is critical for visibility, traffic, and sales. Performing a local SEO audit helps you identify where your business stands, what’s working, and what needs improvement. This guide walks you through the essential steps to run a comprehensive local SEO audit that can help you dominate your local market. Whether you’re doing it in-house or working with an expert, such as an experienced SEO company in Noida, these steps will provide a solid foundation for improving your local search performance. A local SEO audit is a thorough analysis of your business’s online presence, focused specifically on local search performance. It helps identify issues that could be preventing your website from ranking in Google’s local re…  ( 5 min )

Building a Custom Scheduler for JavaScript Tasks Table of Contents Introduction Historical and Technical Context Understanding JavaScript Execution Model 4.1 Basic Scheduler Implementation 4.2 Advanced Scheduling Scenarios 4.2.1 Priority Scheduling 4.2.2 Recurring Tasks Edge Cases and Advanced Implementation Techniques 6.1 Using Web Workers 6.2 RequestAnimationFrame and setTimeout Real-World Use Cases Performance Considerations and Optimization Strategies Potential Pitfalls and Advanced Debugging Techniques Conclusion References The modern web application landscape relies heavily on the asynchronous nature of JavaScript. As applications grow in complexity, the need arises for effective task scheduling mechanisms that can prioritize and execute tasks in a controll…  ( 7 min )

Introduction In a previous article, I demonstrated basic usage of Proto.Actor - actor model framework for .NET. This article builds a more complex example: a TCP socket server using three actors to handle connections, byte reception, and data processing. WaitForTcpConnectionActor: Listens for new TCP connections. Spawns ReceiveBytesActor for each connection. ReceiveBytesActor: Receives bytes from the socket. Spawns ProcessActor to deserialize, log data and restarts it up to 3 times on failure. ProcessActor: Deserializes incoming bytes into a Sample object and prints it to the console. .NET 8+ NuGet Packages : Proto.Actor Set up the actor system to spawn the WaitForTcpConnectionActor and stop it when pressing Ctrl+C: using Proto; using TcpServer; var system = new ActorSystem(); …  ( 7 min )

Introdução Em artigos anterior, demonstrei o uso básico do Proto.Actor, um framework para o Modelo de Atores em .NET. Neste artigo, vamos construir um exemplo mais complexo: um servidor TCP usando três atores para gerenciar conexões, recepção de bytes e processamento de dados. WaitForTcpConnectionActor: Escuta por novas conexões TCP. Cria uma instância de ReceiveBytesActor para cada conexão. ReceiveBytesActor: Recebe bytes do socket. Cria uma instância de ProcessActor para desserializar, logar os dados e reiniciá-lo até 3 vezes em caso de falha. ProcessActor: Desserializa os bytes recebidos em um objeto Sample e o imprime no console. Requisitos .NET 8+ Pacotes NuGet: Proto.Actor Iniciando o Sistema de Atores Configuração do siste…  ( 8 min )

Power Apps Test Engine Overview (Preview) The Power Apps Test Engine is an open-source automated testing framework designed to enhance the reliability and efficiency of Power Apps canvas applications. It builds upon the capabilities of Test Studio but takes a more advanced approach by integrating with the Playwright browser testing platform. Key Features of Power Apps Test Engine 1. Automated Testing for Canvas Apps The Test Engine enables developers to create automated tests for Power Apps canvas applications, ensuring that updates do not disrupt the app experience. 2. Power Fx-Based Test Authoring Instead of writing complex scripts in C# or JavaScript, tests are authored using Power Fx, the low-code language of Power Platform. Tests are defined in YAML files, making …  ( 4 min )

Looking to secure your web app, but overwhelmed by complex firewall rules and confusing configurations? You’re not alone. In 2025, developers—especially beginners—need a Web Application Firewall (WAF) that’s powerful and practical. That’s where SafeLine WAF comes in. Most traditional WAFs rely on regular expressions (regex) to detect attacks. A common engine like ModSecurity powers over 80% of WAFs globally. Let’s take a look at how they work: union[\w\s]?select — matches when both “union” and “select” appear \balert\s*\( — matches common XSS patterns like alert( Sounds logical, right? But attackers have long since figured this out. union /**/ select — inserting comments breaks the pattern window'\x61lert'() — replacing characters bypasses detection These regex-based WAFs can’t underst…  ( 4 min )

MongoDB, as a mainstream NoSQL database, has become a powerful tool for handling unstructured data thanks to its flexible document structure. However, as anyone who’s used it knows, its computing capabilities leave much to be desired. The trade-off of NoSQL is sacrificing the simplicity of SQL. Let’s take the example of finding the top 10 customers by order amount. With SQL, you can accomplish the task with a single SELECT TOP 10 statement. However, with MongoDB, you’ll need to use these three operators: $group, $sort, and $limit, and implementing cross-collection joins requires painstakingly chaining multiple $lookup stages – akin to manually assembling building blocks step by step. What’s even more frustrating is that advanced operations like window functions simply can’t be implemented …  ( 4 min )

` Can You Enjoy Muffins on Keto Without Cheating? If you've ever Googled, “Can I have muffins on a keto diet?” you’re not alone. For many people, sticking to keto often means giving up baked treats, especially sweet muffins that scream carbs. But here’s the twist  Muffins Wild Blueberry Muffins are flipping that script. Made with almond flour, flaxseed, MCT oil, and collagen, these muffins are keto-friendly without tasting like a compromise. They're more than just low-carb; they’re built on clean eating principles, gut-friendly ingredients, and a deep understanding of what the keto lifestyle really needs  physically and emotionally. The Gut-Friendly Science Behind Muffits: Resistant Starch & Fiber on Keto Let’s talk about digestion. Keto can sometimes lead to bloating or constipation due t…  ( 4 min )

GhostChat – A Production-Ready AI Chat App Template with Next.js, Supabase, and OpenAI Looking to build an AI-powered chat app but want to skip the boilerplate? GhostChat is a clean, secure, developer-ready template combining: ⚛️ Next.js (App Router, TypeScript) 🛡️ Supabase (Auth + Persistent Memory) 🤖 OpenAI API (GPT-4 / GPT-3.5) 💅 TailwindCSS UI (Right Hand Theme) Built by GodsIMiJ AI Solutions, this drop is part of a public-facing initiative to empower ethical AI development with transparent, documented, and protected open source templates. 🔒 Secure Sign-In / Sign-Up (Supabase) 💬 AI Chat Window with system prompt config 🧠 Persistent Memory (chat history per user) 🎨 Minimal, modern UI with full theming guide 📁 Fully documented architecture, flows, and APIs 🕯️ Includes the NOD…  ( 3 min )

I just copied the Hilt setup from a Medium post and now everything works… kinda?” Dependency Injection (DI) is not a “setup once and forget” tool. Yet that’s how many Android devs treat it — slap in Hilt, paste some boilerplate, sprinkle a few @Injects and call it architecture. Fragile codebases Silent crashes Poor testability Misunderstood scopes Let’s break down why blindly copying DI setups (especially Hilt/Dagger) is risky. You Probably Don’t Understand Scoping**** kotlin @Singleton class AnalyticsTracker @Inject constructor() { ... } Looks innocent, right? But where is @singleton scoped to? The Application component? An Activity? If you don’t explicitly bind scopes to the right lifecycle, you might hold onto context longer than you should, leaking memory or breaking navigation. Y…  ( 4 min )

If your website doesn’t have a strategy behind it, it’s not going to do much for your business. Let’s be honest, if your website doesn’t have a strategy behind it, it’s not going to do much for your business. So let’s go through the these steps to build a web strategy that actually works. Think about it this way: a website is something you have to pay for. But a website with a clear, well-executed strategy behind it? That’s something that pays for itself — again and again — by bringing in new customers. But that only happens if you get it right. One of the biggest mistakes I see companies make is this. When it’s time to redo their website, they start thinking in terms of a redesign. So they go out and hire a web designer, who may or may not do any real discovery work to put a strategy in p…  ( 4 min )

​ 关键词：嵌套对象、类型、递归、未知类型 目录 使用 Record 与 ESObject 定义未知对象类型 递归打印未知类型对象的key 在鸿蒙应用开发中，所有的数据都必须定义类型，且不存在 any 类型，那么我们当遇到 key 值可能随时变化的情况时，如何获取该 object 中每一个 key 对应的数据呢？ 本期以如下 object 为例，下方对象报文可能会根据使用时间或服务商的变化，"153" 字段可能会变成 "278" 等未知字符串、"5G" 字段可能会变成 "4G"，那么当 key 值不断变化的同时应如何获取 "isShow" 字段的 "Y" 值？ "cfg": { "153": { "5G": { "isShow": "Y" } } } 在鸿蒙中，已经不支持索引签名的类型写法（如：[key: string]: string | number），所以需要使用提供的 Record 与 ESObject 类型，在复杂类型场景使用，所以我们可以直接嵌套定义如下类型即可。 type objType = Record>>> let obj: objType = { "cfg": { "153": { "5G": { "isShow": "Y" } } } } 注：其他明确 key 与 value 类型的场景不建议使用 Record 与 ESObject 类型，养成良好开发习惯，标注好对应数据类型。 鸿蒙中不支持 for... in 形式的打印，所以对于该种复杂嵌套对象，我们可以自行编写简单的 for 循环，递归调用即可。 /** * 打印对象所有的 key * @param obj */ handleKey(obj: objType | string) { let keys = Object.keys(obj); for (let i = 0; i " + keys[i]); if (typeof obj[keys[i]] === "object") { this.handleKey(obj[keys[i]]) continue } // 打印 isShow 最终值 if (keys[i] === "isShow") { console.log("luvi > isShow最终值：" + obj[keys[i]]); break } } } // 调用 this.handleKey(obj) 输出结果： 该篇文章为开发时临时记录，开发经验如上，若对 TS 基础类型写法存在疑惑可查看 TS 官方文档，Record 与 ESObject 类型为鸿蒙的 ArkTS 类型，详细用法可前往 HarmonyOS 开发者官网了解。 ​  ( 3 min )

The “Tell me about yourself” question is way more than a simple introduction, it’s your golden chance to show both your technical expertise and your human side. Employers aren’t looking for a walking resume, they want to see a real person who not only has the skills, but can also fit into the team and the company culture. With this one question, recruiters want to quickly find out: Do you really have the right skills and experience for this role? Are you motivated and trustworthy? Can you adapt and fit into the team and company? And most importantly: how do you deal with challenges and problems? Briefly say who you are, what your expertise is, and how you got here. For example: Highlight one or two achievements or important skills that are directly relevant to the job. For example: Try Fi…  ( 5 min )

A post by Nuro Design  ( 2 min )

With the advent of AI tools like ChatGPT, there's been a noticeable uptick in web crawling activities. These AI models often source their information from various technical forums and websites, leading to increased scraping of valuable content. This phenomenon has raised concerns among web administrators about unauthorized data extraction and bandwidth consumption. Most websites rely on basic defenses: robots.txt to politely ask bots to back off (they don’t) User-Agent filtering Referer checks Rate limiting by IP Cookie-based access JavaScript-based obfuscation Unfortunately, modern scrapers walk right through these. Here's how: Technique How Bots Bypass It User-Agent filtering Fake headers Referer checks Fake headers Rate limiting Rotate proxies/IPs Cookie checks Steal/clone …  ( 4 min )

Looking for clean, responsive UI templates? 🎯 Ready to use 🔗 Explore: https://faizrhm.dev https://faizrhm1.gumroad.com/ Flutter #UIKits #OpenSource #DevTools #WebDev #MobileDev #UIUX  ( 2 min )

Learn Java Programming Language In the world of software development, Java stands as one of the most powerful, versatile, and widely used programming languages. From web applications and enterprise software to Android mobile apps and server-side development, Java is everywhere. If you're new to coding and looking to learn Java programming language, this guide offers a clear and beginner-friendly Java tutorial to get you started quickly and confidently. Java has maintained its popularity for decades due to its robust architecture, platform independence, and object-oriented principles. Here are a few reasons why beginners should consider learning Java: Cross-Platform Capability: Java programs run on the Java Virtual Machine (JVM), which means you can write code once and run it anywhere (W…  ( 5 min )

Problem Description While working with Git for code management, I encountered a classic authentication failure issue: > git pull --tags origin main ERROR: Repository not found. fatal: Could not read from remote repository. Please make sure you have the correct access rights and the repository exists. This problem typically occurs in the following scenarios: Switched to a different GitHub account Previously used email is no longer accessible Local Git configuration doesn't match the current available account SSH key configuration issues Operating System: macOS Git Version: Standard version Problem Scenario: Can download GitHub repository content but unable to execute git pull operations Historical Context: Previously used a different account for commits, that email is no longer availabl…  ( 5 min )

A post by Parthiban Murugan  ( 2 min )

Redefine how your enterprise works, protects data, and scales—with the most powerful Microsoft 365 solution available today. In an era where businesses are increasingly digital, hybrid, and global, your choice of productivity platform determines more than just day-to-day workflows. It impacts your organization's security, compliance, communication, and growth potential. While standard productivity tools serve the basics, enterprises looking to lead their industries turn to Microsoft 365 E5 Microsoft 365 E5 is the most comprehensive offering in the Microsoft 365 family. It integrates cutting-edge tools for collaboration, security, advanced analytics compliance, and voice communication into a single, cohesive suite. Designed for organizations with complex IT needs and high-security standard…  ( 5 min )

Imagine spending hours daily cleaning phone numbers and sending 1,000 WhatsApp messages by hand. That was my reality last year, juggling lead follow-ups for 20+ clinics. Then I had an idea: what if I could automate it all in one place? This is the story of Konquista — how I went from manual chaos to a full-fledged SaaS using Google Sheets, Flask, and Django, boosting response rates by 30%. Here’s how it happened. We had just onboarded SocialHub to manage communication across 20+ clinics using multiple WhatsApp numbers via their API. Leads were flowing in — but the process to follow up with those who didn’t schedule was messy: Extract leads from the partner platform Clean phone numbers (+55, 11, (11), -, etc.) Match leads with internal ERP data Use VLOOKUP in Excel to compare both sides S…  ( 4 min )

In today’s AI and data science applications, Python has become one of the most dominant programming languages. To help users use JuiceFS more efficiently in these scenarios, we’ve introduced the JuiceFS Python SDK in the Community Edition 1.3. This SDK not only simplifies access to JuiceFS but also improves usability in constrained environments. For example, in ​​serverless scenarios​​ where users often cannot mount a file system, the Python SDK enables direct read/write operations on JuiceFS without mounting. This significantly improves flexibility. Moreover, in high-performance use cases, the Python SDK delivers superior performance and experience. This article will briefly cover the Python SDK’s features and our performance optimization practices. We welcome community users to try this …  ( 6 min )

In the evolving landscape of data collection, web scraping has emerged as a vital tool for businesses and researchers alike. However, to maximize efficiency and effectiveness, web scrapers often turn to HTTP proxies. This article delves into the reasons behind this reliance and the benefits that HTTP proxies provide in the web scraping process. Understanding Web Scraping The Role of HTTP Proxies Anonymity and Privacy Bypassing Rate Limits Accessing Geo-Restricted Content Improving Performance and Speed Handling CAPTCHAs and Bot Detection Conclusion For those interested in exploring reliable proxy solutions, consider services like IP2World, which offers a range of residential and data center proxies tailored for web scraping and other applications.  ( 4 min )

Hello Dev Community, I’m excited to introduce Firsto — a new platform built for makers, developers, and startup founders to launch their products and gain visibility in a more lasting and discoverable way. If you’ve ever launched a product on traditional platforms, you’ve probably experienced how quickly your work can get buried after a single day. Many indie hackers struggle to get the attention their products deserve. Firsto is here to change that. Every launch remains discoverable, not just for 24 hours. You control your launch date, with flexible scheduling. Products are categorized and tagged, making discovery easier even long after launch. Designed for all types of projects: SaaS, developer tools, AI apps, Notion templates, and more. Firsto has just opened to the public. You can: Browse what’s trending: firsto.co/trending Submit your own launch: firsto.co/submit We’re just getting started, and we’d love for you to be a part of it. If you're building something, Firsto could be your product’s first home. Thanks for reading, Firsto  ( 3 min )

Did you know that organizations adopting cloud-native practices deploy 46 times more frequently than those that don't (Cloud Native Computing Foundation, 2023)? This statistic highlights a profound shift in modern software architecture—one that moves beyond traditional monoliths to embrace a more agile, scalable, and resilient approach. But what exactly does “cloud-native” mean, and how do technologies like microservices, containers, and serverless computing fit into this new paradigm? This blog post will delve into the technical underpinnings of cloud-native architectures, exploring each of these core concepts, their implementations, and how they’re reshaping modern application development. Cloud-native is an approach to building and running applications that leverages the full potential …  ( 5 min )

The Barracuda SSL VPN is a remote access solution that allows users to connect to an organization's internal network utilizing any device with Internet access. The Barracuda SSL Secure VPN client secures remote connections with end-to-end encryption utilizing SSL/TLS protocols to ensure sensitive activity is encrypted while in transit. Barracuda SSL VPNs allow users to connect securely without specialized VPN client software, unlike traditional VPNs. This platform-based access makes it a great remote access solution for employees, contractors, and mobile personnel that leverage access to corporate applications, file shares, and email securely without compromising access. Requirements for Installing SSL Administrative Access to Barracuda SSL VPN In order to install an SSL certificate onto a…  ( 4 min )

In a world where content is king and deadlines are non-stop, developers and marketers alike are constantly seeking better, faster ways to publish quality content. What if your next teammate was an AI agent — capable of writing, scheduling, and publishing across platforms... all without burnout? Let’s explore how you can create your own AI-powered content workflow using tools like n8n, OpenAI, and popular content platforms. AI automation isn’t just about saving time — it’s about transforming how we work. 📌 Eliminate writer’s block with AI-generated blog outlines, social captions, and newsletters ✨ Maintain consistency across platforms by automating scheduling and publishing 🔁 Scale output from 5 posts to 50 — with the same effort 🧘 Free your creativity for strategy while AI handles the g…  ( 4 min )

In November, I registered my Bluesky account and was immediately impressed by its rapidly growing and vibrant community. With the platform’s user base soaring to 27 million, Bluesky has focused on stabilizing its services, leaving some key features (like bookmarks) yet to be implemented. At the same time, I noticed an exciting trend: developers were actively creating tools to enhance the Bluesky experience, while users were on the hunt for the best solutions. However, there wasn’t a centralized hub for discovering or promoting these tools, and this inspired me to create bskyinfo—a comprehensive directory for the Bluesky community. Here’s how I turned the idea into reality in just one week: Identifying the Opportunity Bluesky’s rapidly expanding community created both a need and an o…  ( 4 min )

Transform how your teams collaborate, communicate, and create—with the most accessible entry point into the Microsoft 365 ecosystem. In today’s hyper-connected digital economy, efficiency, collaboration, and security are no longer optional—they are foundational to success. Businesses of every size are adapting to hybrid work models, navigating global operations, and facing more sophisticated cybersecurity threats than ever before. In this fast-moving environment, your choice of a digital productivity suite could be one of the most important strategic decisions you make. While many professionals are aware of premium Microsoft 365 options like E3 and E5, the real hidden gem lies in Microsoft 365 E1—a cost-effective, cloud-first solution that’s tailor-made for businesses looking to embrace di…  ( 6 min )

List of Tech Trends that follow in 2025 are follow as:- Agentic AI: This system capable of performing task without human involvement. This system specially designed for different sector such as finance, healthcare, and logistics it enhance work efficiency. Neuromorphic Computing: This system design like human brain architecture to process more efficiently. Quantum Computing: This system make to solve complex problem such as financial modelling, and cryptography. Blockchain: Blockchain technology that involve sector health, finance and logistic department. AI Driven Robotics: AI driven robotics that include robots enhance productivity.  ( 3 min )

📘 Scenario Setup You have the following Git commit history and some uncommitted changes: A commit - "A code" B commit - "B code" C commit - "C code" D commit - "D code" --> Working directory has "E code" (uncommitted changes) git reset --soft What it does: Moves the HEAD pointer back to commit B Keeps your current working directory as is C and D are removed from commit history but remain in your code All changes (C, D, E) are staged (ready to be recommitted) ✅ Good for: Squashing commits or redoing commit history 🗂️ Result: E code, D code, C code = still in files and staged Git only shows A -> B in the commit log git reset --hard What it does: Moves the HEAD pointer back to commit B Deletes all changes made after commit B from both the history and your code Everything from C, D, and E will be wiped from disk ⚠️ Warning: This is destructive and not recoverable unless you use git reflog 🗂️ Result: Only A code and B code remain All changes after B are lost 🧠 Summary Table Reset Type Do code C/D/E remain in files? Do commits after B stay in history? git reset --soft ✅ Yes ❌ No git reset (default = --mixed) ✅ Yes (unstaged) ❌ No git reset --hard ❌ No (code deleted) ❌ No Use git log to find the commit hash you want to reset to Use git reflog if you need to recover accidentally lost commits after a --hard reset 📌 Stay safe — commit often and back up before using --hard! If you found this helpful, consider supporting my work at ☕ Buy Me a Coffee.  ( 3 min )

While containers offer a convenient and efficient way to package applications, they still share the host’s kernel, which introduces a set of security concerns. Every process inside a container has the potential to make system calls to the host kernel, and that opens the door to possible exploitation. Docker’s support for seccomp (short for secure computing mode) provides a vital mechanism for limiting the system calls that containers are allowed to make. This significantly reduces the potential for abuse if a container is ever compromised. Seccomp works by allowing or denying specific system calls made by processes. Linux exposes hundreds of system calls, but the vast majority of containerized applications only need a small subset to function. By filtering out unnecessary or dangerous syst…  ( 5 min )

In the fast-paced world of industrial innovation, the demand for accuracy, reliability, and efficiency has never been higher. At the intersection of cutting-edge engineering and practical application lies a suite of technologies that are transforming how industries test, validate, and optimize electric motors: ** hysteresis brake s, hysteresis dynamometers, hysteresis clutches, motor dynamometers, motor test equipment, and integrated motor test systems**. These solutions are not just tools—they are the backbone of quality assurance in sectors ranging from automotive manufacturing to renewable energy. Let’s dive into why these technologies are indispensable and how they can elevate your operations. Hysteresis Brakes: The Silent Guardians of Controlled Motion Hysteresis brakes are the uns…  ( 5 min )

For Detailed Guide:- how to run tests in vs code . Visual Studio Code (VS Code) provides an excellent environment for React development thanks to its robust extension ecosystem and integrated terminal. Before creating a React application, you need to have the following installed: Node.js and npm - React depends on these to run and manage packages.Verify your installation by running these commands in a terminal: powershell node -v npm -v Visual Studio Code - Download and install from the official website. After installing VS Code, enhance your development experience with these essential extensions: ES7+ React/Redux/React-Native snippets - For quick React code templates JavaScript (ES6) code snippets - Speeds up JS coding Prettier - Code formatter - For consistent code formatting No…  ( 10 min )

In a world where users expect everything to be real-time — chat apps, dashboards, notifications, live updates — WebSockets have become a foundational tool for modern frontend developers. If you're still relying solely on REST APIs and polling to handle dynamic data, it's time to level up. This guide will show you how to integrate WebSockets into your frontend apps in a clean, scalable, and practical way. WebSockets are a communication protocol that enables full-duplex, bidirectional communication between a client and server over a persistent connection. Unlike REST or HTTP requests, WebSockets keep the connection open, allowing data to be pushed from the server without the client needing to constantly ask for updates (a.k.a. polling). Use WebSockets when you need: Real-time communication (…  ( 4 min )

Introduction Let's be honest—handling files in web apps can be a pain. Whether it's your users' vacation selfies or important documents, you need somewhere reliable to store them. Firebase Storage has been one of the great solution. In this blog, we will explore Firebase Storage with React. Why you should consider Firebase Storage? Let's understand that: It's surprisingly easy to set up (even for someone who gets nervous around backend stuff) The upload progress tracking is a game-changer for user experience It plays nicely with React and TypeScript First things first, head over to the Firebase Console. If you haven't already, create a project. Once inside, enable Storage under the Build section—it's just a few clicks. Next, let's add Firebase to our project: npm install firebase Then c…  ( 5 min )

Here’s a comprehensive and categorized list of open source AI stack components that you can mix and match when building GenAI applications — especially when focusing on modularity, scalability, and performance. This includes components for data processing, model serving, retrieval-augmented generation (RAG), vector search, and orchestration. Foundational Model Alternatives Models you can self-host or fine-tune: LLMs llama.cpp – Inference for LLaMA and derivatives (CPU/GPU). mistral – Mistral models. Falcon – Powerful open weights. GPT-J, GPT-NeoX – From EleutherAI. OpenChat – Open fine-tuned chat model. WizardLM – Instruction-tuned LLMs. Multimodal llava – Language + vision. bakllava – More optimized multimodal variant. CLIP – Text-image understanding. Fine-Tuning QLoRA, LoRA, PEFT (via …  ( 3 min )

Introduction: The Symphony of Modern Applications What if a single server crash could bring down your entire application during a peak sales event? In 2024, a retail giant avoided this nightmare by using Kubernetes, orchestrating 10,000 containers to handle 1 million transactions per hour flawlessly. Kubernetes is the open-source platform that conducts the complex symphony of modern applications, ensuring scalability, reliability, and efficiency. Whether you're a beginner deploying your first app or a DevOps pro managing global microservices, mastering Kubernetes is key to delivering robust, cloud-native systems. This article is your ultimate guide to Kubernetes: Orchestrate Like a Maestro, following a developer's journey from deployment chaos to orchestration mastery. With clear YAML ex…  ( 7 min )

In the relentless pursuit of industrial excellence, the heartbeat of progress lies in precision. Whether you’re engineering cutting-edge electric vehicles, optimizing aerospace systems, or pushing the boundaries of renewable energy, the tools you choose define your success. Enter the world of ** hysteresis brake s*, **dynamometers, **clutches, and **motor test systems*—a symphony of technology designed to elevate performance, accuracy, and reliability. Imagine a braking system that operates without physical contact—no wear, no friction, no compromise. Hysteresis brakes achieve exactly this, leveraging magnetic fields to deliver smooth, repeatable torque control. Unlike traditional mechanical brakes, they eliminate the risk of particulate contamination, making them indispensable in cleanro…  ( 5 min )

In software development, words alone often fail us. “simple dashboard,” the PM imagines a KPI-heavy screen, and the developer delivers a login page. Not due to incompetence—just a lack of shared visual understanding. Imagine this: you're a tree trying to describe a bird. amphibious fish. ✅ Technically functional. This is why visual designs aren’t nice-to-have—they’re essential. You don’t need high-fidelity UI every time. Visual design includes: ✏️ Wireframes (rough structure) 🧩 Mockups (detailed visuals) 🧻 Whiteboard sketches (quick flows) 📄 Paper doodles (yes, even that) Even a crude sketch on paper can align teams better than a 10-minute explanation. Here’s what visual clarity unlocks: 🧭 Aligned intent – Everyone’s on the same page ⏱️ Faster delivery – Build once, not three times 🔍 Caught edge cases early – Before they’re in production 📢 Inclusive feedback – Even non-tech folks get it A visual is a contract of understanding. Before your next sprint, pick up a pen or open a whiteboard—even if the result looks like abstract art. Your future self (and your dev team) will thank you.  ( 3 min )

Signup here for the newsletter to get the weekly digest right into your inbox. Find the 10 highlighted links of weeklyfoo #85: The Height Enigma by Josh Comeau Unraveling the mystery of percentage-based heights in CSS 🚀 Read it!, css Tixy Land by Martin Kleppe Examples of effects with minimal math formulas. 📰 Good to know, animations MCP by speakeasy.com an in-depth introduction 📰 Good to know, mcp PptxGenJS by Brent Ely Build PowerPoint presentations with JavaScript. Works with Node, React, web browsers, and more. 🧰 Tools, pptx, powerpoint Basecoat by Ronan Berder A components library built with Tailwind CSS that works with any web stack. 🧰 Tools, ui, components git-bug by git-bug Distributed, offline-first bug tracker embedded in git 🧰 Tools, issues, bugs, tracking Solidis by VCMS High-performance, SOLID-structured RESP client for Redis and other RESP-compatible servers 🧰 Tools, redis The Slow Burn by Roland Tomlinson Why UX Debt Quietly Erodes Your Product’s Value 🎨 Design, ux Best Practices for Creating a Modern npm Package with Security in Mind by Brian Clark In this tutorial, we’re going to walk step by step through creating an npm package using modern best practices (as of 2025). 📚 Tutorials, npm Build a Weather App with Agent Mode by Rob Lourens In this clip from Agent Mode Day, Rob Lourens demos new features in Agent Mode and builds a weather app! 📺 Videos, vscode, ai Want to read more? Check out the full article here. To sign up for the weekly newsletter, visit weeklyfoo.com.  ( 3 min )

SEO không còn là đặc quyền của phòng Marketing. Là developer, bạn có thể (và nên) tham gia vào chiến lược SEO tổng thể ngay từ dòng code đầu tiên. Trong bài viết này, mình sẽ chia sẻ hành trình xây dựng và tối ưu SEO cho CYNHUB – một website bán lều cắm trại & chia sẻ kinh nghiệm dã ngoại – với tư cách là dev phụ trách chính. CYNHUB.id.vn là một dự án thương mại điện tử hướng tới cộng đồng yêu thích cắm trại, dã ngoại và các hoạt động ngoài trời. Website không chỉ bán lều, phụ kiện mà còn chia sẻ các mẹo sinh tồn, hướng dẫn chọn thiết bị, và trải nghiệm thực tế từ cộng đồng người dùng. Là developer phụ trách frontend, backend và cả phần hiển thị nội dung blog, mình nhận ra rằng SEO là cuộc chơi lâu dài và dev chính là người đặt nền móng đầu tiên. Dùng các thẻ header, nav, main, section, ar…  ( 5 min )

If you’re stepping into the world of data visualization, Power BI is one of the best tools you can start with. This Power BI tutorial for beginners covers everything you need to know—from understanding what Power BI is to building your first interactive dashboard. Whether you're a student, analyst, or business owner, mastering Power BI can significantly enhance your data storytelling skills. Before diving into dashboard creation, let’s start with the Power BI full form. Power BI stands for Power Business Intelligence. It is a powerful business analytics tool developed by Microsoft that allows users to visualize data, share insights across their organization, and embed interactive reports and dashboards into apps or websites. Power BI integrates seamlessly with a wide range of data sources …  ( 5 min )

Ever typed 1000000 in a payment form and wished it magically became 10,00,000? get the visual formatting, but the backend receives a clean, unformatted number. That’s exactly what this post covers — real-time Indian currency formatting in vanilla JavaScript, with masked display and raw input submission. A form field that: Shows Indian-style commas (1,00,000) while typing Saves a clean numeric value (100000) to the backend Requires no external libraries Is simple and production-safe 💡 Why Not Just Use ? Because: HTML5 number inputs don’t support comma formatting Indian numbering system (12,34,567) isn’t natively supported Input masks like Cleave.js don’t store raw values unless explicitly managed So we go native — and clean. <l…  ( 4 min )

Image Builder is a service that allows you to build AMIs and Docker images step-by-step using a recipe you define. This is an equivalent service to HashiCorp's Packer but completely AWS managed that you can use from your browser (AWS Console). However, as Infrastructure as Code is a best practice, we should rather consider writing every piece of Image Builder recipe using CloudFormation or as I chose for this post - Terraform. I have already wrote this post once but decided to improve it Today, I am going to guide you through building an Amazon Machine Image with Docker and Nginx installed in a scheduled and automated fashion. But first I want you to understand how this whole service functions. Visit the repository to see the code You choose a base image to build on, for example Amazon Lin…  ( 10 min )

In a digital world where over 8.5 billion searches happen on Google every day, standing out online isn't just nice-to-have—it's essential for survival 💪. Imagine having a beautiful storefront hidden in an alley that no one walks down. That's exactly what your website is without proper SEO. The difference between thriving online and becoming digital ghost town often comes down to understanding and implementing effective Search Engine Optimization. Whether you're a startup founder, a seasoned marketer, or a curious website owner, mastering SEO can be the difference between being found or forgotten in today's crowded digital landscape. Search Engine Optimization (SEO) is the practice of increasing the quantity and quality of traffic to your website through organic search engine results. But …  ( 6 min )

Picking a UI library these days feels a bit like choosing a starter Pokémon - except instead of fire or water, you’re choosing between speed, flexibility, and how many dev headaches you’ll avoid. Purpose DaisyUI: A plugin for Tailwind CSS that gives you pre-built UI components with minimal setup. Think of it as utility-first meets component-first. Great for shipping fast without leaving Tailwind's paradigm. shadcn/ui: Not a library, but a component generator built on top of Radix UI primitives and Tailwind CSS. You copy components into your project and own the code. 🧪 Tech Stack DaisyUI Tailwind CSS plugin Pure HTML/CSS components Zero JS, framework-agnostic No build tools required shadcn/ui Tailwind CSS + Radix UI (for accessibility + logic) Built with React (str…  ( 3 min )

👋👋👋👋 Looking back on your week -- what was something you're proud of? All wins count -- big or small 🎉 Examples of 'wins' include: Getting a promotion! Starting a new project Fixing a tricky bug Starting a new book 📖 Happy Friday!  ( 2 min )

Ready to supercharge your TypeScript with six battle-tested design patterns—shōnen-style? Whether you're commanding a pirate crew or mastering ninja techniques, these patterns will make your code as legendary as your favorite anime heroes. Let's dive into production-ready examples that actually work in the real world! Every pirate crew needs exactly one captain. Our hardened Singleton ensures you can appoint the captain only once—and locks down the instance to prevent tampering. class PirateCrew { // Holds our single crew instance private static instance: PirateCrew; // Tracks who's captain (null until first assignment) private captain: string | null = null; // Private so nobody can do `new PirateCrew()` outside private constructor() { // Lock down the instance: no one ca…  ( 6 min )

The One Chart That Will Change How Your Dev Team Builds Software Pratham naik for Teamcamp ・ May 22 #productivity #opensource #devops #learning  ( 2 min )

The One Chart That Will Change How Your Dev Team Builds Software Pratham naik for Teamcamp ・ May 22 #productivity #opensource #devops #learning  ( 2 min )

The One Chart That Will Change How Your Dev Team Builds Software Pratham naik for Teamcamp ・ May 22 #productivity #opensource #devops #learning  ( 2 min )

In a world increasingly shaped by artificial intelligence, Playform.io stands out as a trailblazer at the intersection of technology and creativity. Founded by Prof. Dr. Ahmed Elgammal, a globally recognized AI researcher, Playform is the first platform to make AI-generated art accessible to artists, developers, and creative technologists worldwide. A Vision That Started With AICAN Building on this research, Dr. Elgammal launched Playform to democratize access to generative AI tools, transforming how visual content is created. What Playform Offers Generate unique art with machine learning Use style transfer to blend visual aesthetics Create surreal effects through image morphing Experiment with text-to-image generation Build full NFT-ready collections With a sleek, cloud-based interface, Playform eliminates technical barriers, enabling creators to collaborate with AI regardless of coding experience. Built for Artists, Loved by Developers Why It Matters The Future of Creative AI Dr. Elgammal’s vision for the platform goes beyond innovation—it’s about empowering creators to think differently, design freely, and express boldly through AI-generated art. Conclusion: Explore more at www.playform.io.  ( 4 min )

If you're building modern, internet-facing applications on AWS, here’s a simple but powerful update you’ll love: EC2 Public DNS names now support IPv6 (AAAA records). 🎉 Before: EC2 Public DNS names (like ec2-203-0-113-25.compute-1.amazonaws.com) only pointed to the IPv4 address (A record) of your EC2 instance. If your instance was IPv6-only, the DNS name didn’t work. You had to: Use the raw IPv6 address (ugly and hard to manage), or Set up a custom domain using Route 53. Now: EC2 Public DNS names also return AAAA records that point to your instance’s IPv6 address. This means: You can access your EC2 instance over IPv6 using the default AWS DNS name — no extra setup needed. You launch an EC2 instance with only an IPv6 address: IPv6: 2600:1f18:abcd::1234 DNS: ec2-203-0-113-25.compute-1.amazonaws.com Before: You had to use: http://[2600:1f18:abcd::1234] Now: You can just use: http://ec2-203-0-113-25.compute-1.amazonaws.com And it’ll resolve to your IPv6 address automatically! 🎯 This update: Makes IPv6 adoption easier Removes the need for custom DNS hacks Supports a smoother transition to dual-stack or IPv6-only environments Helps future-proof your cloud apps It's a small change, but it removes friction from a common use case — especially for teams prioritizing IPv6, building scalable APIs, or serving international customers. 💬 Have you started moving to IPv6? Are you running dual stack or IPv6-only workloads in AWS? Share your experience in the comments!  ( 3 min )

🔥 10 - 🔧 Build a Complete User CRUD with Roles & Permissions 🔐 (Laravel Tutorial) https://www.youtube.com/watch?v=vQe1ueuh6jE  ( 3 min )

Sideloading apps on iOS has always been a cat-and-mouse game. Unlike Android, where APKs can be freely installed, iOS enforces strict rules: all apps must be signed and typically installed via the App Store. But in 2025, there are still several ways—some official, some unofficial—to install unsigned or non-App Store apps on an iPhone. Let’s explore the main sideloading methods that work today, how they technically function, and the pros and cons of each. 🔹 AltStore (Apple ID Certificate Signing) AltStore uses Apple’s official development certificate infrastructure to let users self-sign apps using a free Apple ID. When you log in to AltStore, it sends a request to Apple’s developer portal to generate a temporary provisioning profile tied to your Apple ID, device UDID, and app bundle ID. E…  ( 4 min )

Case Study: Development of a Power BI Dashboard for ABC Retail Business Introduction Data Visualization Consultant In the hectic world of retail, data-driven decisions are essential for success. ABC Retail Business, a mid-sized retail chain, acknowledged the need to take advantage of its data better to improve operational effectiveness, enhance consumer experience, and boost sales. The business chose to implement a Power BI control panel to centralize its data analytics efforts and supply real-time insights for decision-makers. Project Objective The primary objective was to develop a detailed Power BI dashboard that could combine data from various sources, consisting of sales, inventory, consumer feedback, and marketing projects. The control panel aimed to offer crucial performance ind…  ( 5 min )

Hey devs! I’m thrilled to share something I’ve been building and improving for a while — jsonviewer.tools, the ultimate toolbox for working with JSON data. Whether you're debugging APIs, designing data structures, or visualizing complex JSON — this tool has got you covered. Why I built it What you can do with jsonviewer.tool Tree View & Graph View: Instantly switch between tree and graph visualizations. Interactive Graph Diagram: Double-click any key to explore its structure as a visual graph. 3D Visualization: See your JSON in a mind-blowing 3D perspective Table Viewer for CSV & JSON: Upload CSV or JSON and get a neat, clean table output. YAML & CSV Support: Seamlessly convert and visualize YAML and CSV files. Comparison Tool: Compare two JSON files side by side. Theme Customization: Light or dark — choose your vibe. Compact Graph Mode: Condensed visualizations for complex structures Drag & Zoom Controls: Navigate large datasets with ease. Export Features: Export graph diagrams as PNG in one click. AI-powered Schema Generator: Coming soon! Built with modern tech Tailwind CSS React Flow Node.js And lots of love for detail Try it out jsonviewer.tools No sign-up needed. Just paste your JSON and get started!  ( 3 min )

As someone who's used SafeLine WAF for over a year, I was thrilled to get early access to their latest update — version 7.2.3 — and no, this isn’t a sponsored post. I reached out myself to try it, and here's my honest take. One of the highlights in this version is the Waiting Room, a new feature built to defend against HTTP flood attacks by smoothing traffic spikes — essentially a smarter rate limiter. The concept is simple but powerful: "When too many users access the site at once, the Waiting Room kicks in to flatten the traffic peak." Sounds like a queue system? That’s exactly what it is. And it works beautifully. Unlike traditional DDoS attacks that flood bandwidth, HTTP flood attacks target the application layer (Layer 7). Attackers mimic real users, sending massive numbers of HTTP r…  ( 4 min )

Check out this Pen I made!  ( 2 min )

This is continuation of Building a Student Management API with Spring Boot: A Step-by-Step Guide github:https://github.com/mohammedQuasimDA/smart-campus Have doubts about any part of this guide Find something confusing or unclear Notice typos/errors Please reach out in the comments/DMs—I’d be delighted to: Clarify concepts Fix mistakes promptly Improve this resource for everyone Your feedback helps make this article more accurate and helpful for future readers! Create an dir exception When building REST APIs, you want to return meaningful and consistent error messages when something goes wrong (e.g., bad input, not found, duplicates). That’s where Spring Boot’s exception handling with @ControllerAdvice and @ExceptionHandler comes in Create custom exceptions for…  ( 4 min )

Full Title: Serverless vs Client-Side Rendering vs Dynamic Content (Server-Side Rendering) vs Compiled/Code Generation for Static Sites There is a lot of confusion about the term "dynamic website" for laypeople. Let's clear that up first: "dynamic" here doesn't mean sleek animation or any sort of table filtering—it refers to whether the website content itself is variable, can change based on conditions, or is fetched from some server or database. The essence of a dynamic website is that it's constructed at runtime, can change based on conditions, and is opposed to "static," meaning the contents are fixed and will not change unless someone modifies the source. In the case of the web, the source usually means the HTML itself. Also, "serverless" doesn't mean there is no server. There must be …  ( 5 min )

In today's fast-evolving tech industry, Full Stack Developers are among the most in-demand professionals. But what exactly does a Full Stack Developer do? And how can you become one? What is a Full Stack Developer? Key Responsibilities: Front-End Development (Client-Side): Building interactive user interfaces using HTML, CSS, JavaScript, and frameworks like React, Angular, or Vue.js etc.. Back-End Development (Server-Side): Writing server logic, APIs, and database management using languages like PHP, Node.js, Python (Django/Flask), Ruby on Rails, or Java. Database Management: Working with SQL (MySQL, PostgreSQL) or NoSQL (MongoDB) databases. DevOps & Deployment: Understanding cloud services (AWS, Azure), version control (Git), and CI/CD pipelines. How to Become a Full Stack Developer? 1. Learn the Basics of Web Development HTML & CSS: Structure and style web pages. JavaScript: The core language for front-end and back-end (Node.js). Responsive Design: Learn frameworks like Bootstrap or Tailwind CSS. 2. Master Front-End Development JavaScript Frameworks: React.js, Angular, or Vue.js. State Management: Redux, Context API (for React). APIs & HTTP Requests: Fetch, Axios, RESTful APIs. 3. Dive into Back-End Development Server-Side Programming: Node.js + Express.js (JavaScript) Python (Django/Flask) PHP (Laravel) Ruby on Rails Java (Spring Boot) Authentication & Security: JWT, OAuth, password hashing. 4. Work with Databases SQL Databases: PostgreSQL, MySQL. NoSQL Databases: MongoDB, Firebase. ORM/ODM Tools: Sequelize (SQL), Mongoose (MongoDB). 5. Understand Version Control & DevOps Git & GitHub: For collaboration and version control. Deployment: Learn about AWS, Heroku, Netlify, or Vercel. Docker & Kubernetes: Basics of containerization. 6. Build Real-World Projects 7. Keep Learning & Stay Updated Final Thoughts Are you ready to start your Full Stack journey? 🚀 Let us know in the comments!  ( 4 min )

Overdraw Any jerks or lag or performance or slowness may antagonize a user from using the App. Overdraw might be one of the causes. Overdraw is when a pixel on the screen drawn multiple times. To Diagnose Overdraw, we can use developer options android and turn on the debug GPU overdraw. Tutorial on turning on developer options and Debug GPU overdraw: Enable Developer options. Click on the Build Number multiple times. Fig 1. Enable Developer Options** Enable Debug GPU Overdraw. Fig 2. Enable GPU Overdraw** App in the foreground and is unresponsive, user will get Application Not Responding - ANR. Fig 3. ANR Dialog** Usually when app can't respond to user input on main thread or UI thread. Examples: Blocking I/O operation. Such as network access Taking time building in-memory structure Computing something expensive in Main or UI Thread Android will trigger ANR when: No responses to an input event - within 5 seconds BroadcastReceiver doesn't finish executing within 10-20 seconds BroadcastReceiver is the one that listens for events either on app or system Keep the main or UI thread unblocked: Don't perform blocking or long-running applications Minimize any lock contention - accessing same resources at the same time Use threads strategically - worker threads Usually 100-200ms is the threshold for slowness in an app ANRs by Developer.Android UI rendering is an act of generating a frame from your app and displaying it on the screen. To Achieve 60fps - frames per second, each frames must be able to be renderd under 16ms Identifying jank can be difficult. Stated from Developer.Android there are 3 method for identifying jank: Visual inspection - fast Systrace - more detail, more data which also means more difficult to analyze Custom performance monitoring Profile GPU Rendering also can be used to analyze GPU rendering and we can anlyze where is the bottleneck of the application Slow Rendering by Developer.Android  ( 3 min )

Overdraw Any jerks or lag or performance or slowness may antagonize a user from using the App. Overdraw might be one of the causes. Overdraw is when a pixel on the screen drawn multiple times. To Diagnose Overdraw, we can use developer options android and turn on the debug GPU overdraw. Tutorial on turning on developer options and Debug GPU overdraw: Enable Developer options. Click on the Build Number multiple times. Fig 1. Enable Developer Options** Enable Debug GPU Overdraw. Fig 2. Enable GPU Overdraw** App in the foreground and is unresponsive, user will get Application Not Responding - ANR. Fig 3. ANR Dialog** Usually when app can't respond to user input on main thread or UI thread. Examples: Blocking I/O operation. Such as network access Taking time building in-memory structure Computing something expensive in Main or UI Thread Android will trigger ANR when: No responses to an input event - within 5 seconds BroadcastReceiver doesn't finish executing within 10-20 seconds BroadcastReceiver is the one that listens for events either on app or system Keep the main or UI thread unblocked: Don't perform blocking or long-running applications Minimize any lock contention - accessing same resources at the same time Use threads strategically - worker threads Usually 100-200ms is the threshold for slowness in an app ANRs by Developer.Android UI rendering is an act of generating a frame from your app and displaying it on the screen. To Achieve 60fps - frames per second, each frames must be able to be renderd under 16ms Identifying jank can be difficult. Stated from Developer.Android there are 3 method for identifying jank: Visual inspection - fast Systrace - more detail, more data which also means more difficult to analyze Custom performance monitoring Profile GPU Rendering also can be used to analyze GPU rendering and we can anlyze where is the bottleneck of the application Slow Rendering by Developer.Android  ( 3 min )

Check out this Pen I made!  ( 2 min )

Check out this Pen I made!  ( 2 min )

🚀 The Upgrade That Changes Everything When React 19 dropped, I hesitated. Another major version? More breaking changes? But after testing it, I realized—this isn’t just an update, it’s a revolution. From auto-optimizing performance to built-in hooks we’ve begged for, React 19 makes development faster, cleaner, and more powerful. Here’s what you need to know, the best supporting libraries, and how to upgrade without headaches. 👉 Full deep dive on Medium 🔥 React 19’s Game-Changing Features 1. The New React Compiler (Bye, useMemo!) No more manual memoization—React auto-optimizes re-renders now. Before: const memoizedList = useMemo(() => heavyCalculation(data), [data]); After: Just write normal code. React handles the rest. 2. Actions API (Simpler Data Handling) …  ( 4 min )

INTRODUÇÃO Object Calisthenics me fizeram lembrar de vários conceitos de Orientação a Objetos e eu gostaria de aplicar os mesmos raciocínios em typescrip. Não apenas portar o código para outra sintaxe, mas conseguir traduzir as necessidades e a estratégia para outro modelo de tipagem. O terceiro exercício de calistenia é bem frutífero para análise da linguagem porque expõe restrições e recursos que divergem em fundamento da abordagem clássica. Uma definição possível, por William Durand: 3. Wrap All Primitives And Strings Following this rule is pretty easy, you simply have to encapsulate all the primitives within objects, in order to avoid the Primitive Obsession anti-pattern. If the variable of your primitive type has a behavior, you MUST encapsulate it. Após o uso desta técnica continu…  ( 6 min )

To evaluate the concordance of VL quantification, we conducted a Bland-Altman analysis. Anticipated to reach over 50% prevalence, by 2030, individuals with bipolar disorder (BD) will be predominantly aged 50 or above. Yet, older age bipolar disorder (OABD) has not been studied thoroughly enough. Although large-scale prospectively collected data organized by key dimensions is constrained, it potentially allows for investigating several fundamental questions regarding BD's effect on this patient subgroup. The co-occurrence of latent tuberculosis and hepatitis B virus (HBV-LTBI) in the U.S. population lacks thorough epidemiological study. This study aims to evaluate the approaches to LTBI testing and the rate of LTBI in two substantial U.S. cohorts of adults with chronic hepatitis B (CHB). …  ( 7 min )

Ever build a business app that runs perfectly, only for users to… hate it? Been there. You’ve got clean endpoints, automated workflows, bulletproof logic—and yet support tickets keep coming in like: “Can’t find the thing I need.” “Where’s the Save button?” “This page is weird on my phone.” Turns out, bad UX can ruin even the best backend. “It Works Fine” Isn’t the Same as “It’s Usable” As devs, we’re often laser-focused on functionality. That makes sense. We want our apps to be fast, secure, and integrated properly. But if nobody can use what you built without training, duct tape, or daily rants, that’s not a win. That’s a failure in disguise. Here are 5 UX sins I’ve made (and seen) way too many times—plus how I avoid them now using Bellini, our app builder at Lonti. 1. Trying to Fit E…  ( 4 min )

If you're tired of repeating types just to exclude a few fields? Omit is your best friend for handling this. I wrote a breakdown of TypeScript’s Omit for anyone who wants to clean up their types, avoid duplication, and stay DRY. This article ramps up from beginner basics to best practices with real code and visuals to help it stick. In this article, I walk through: Read it here → Understand Omit in TypeScript: Beginner-friendly Deep Dive typescript #webdev #beginners #cleanCode #javascript  ( 2 min )

This is a 100% free, open-source Bitcoin dashboard that includes: Real-time price data with 1D timeframe - more to come soon Bitfinex BTC/USD chart Live Bitfinex orderbook visualization Market summary Twitter/X Bitcoin insights Bitcoin halving countdown The project is open-source and contributions are welcome: please star if you find this helpful github.com/douvy/btc-tooling I'd appreciate any feedback from the community to help improve the tool!  ( 2 min )

The Nuxt data layer has undergone a revolutionary transformation, bringing developers five game-changing features that will fundamentally change how you handle data in your applications. Gone are the days of wrestling with complex state management patterns – Nuxt's new data layer is here to make your development experience smoother, more intuitive, and significantly more powerful. In this comprehensive guide, we'll dive deep into each new feature with practical examples, real-world scenarios, and best practices that will transform you from a data layer novice to a master. Whether you're building a simple blog or a complex enterprise application, these features will become your new best friends. $fetch The enhanced $fetch utility is perhaps the most exciting addition to Nuxt's arsenal. It…  ( 20 min )

Coming back to typed 100% AWS Lambda API’s, I’m convinced the config module is an anti-pattern if you’re using TypeScript. Been away from typed server-side for about 4 years. While the 1st I had ReScript on the back-end in Amplify, the rest of the companies I was at did JavaScript/Python. In those languages, dynamic, sleek, easy to use global variables are nice for smaller projects with quick deploys. Like types? Nope; all the allure dynamic languages have for “use a global proces.env.NODE_ENV to grab some dev.json that is magically inherited from default.json” suddenly screams “Why is this all un-typed, un-parsed without Zod, not wrapped in a Result, and why is config not used via dependency injection? Globals… in 2025?” Then you realize… you don’t even need anything beyond some simple types + 1 helper function, and you’ve got a type safe, environment aware configuration. First define your default config, equivalent to config’s “default.json”. Second, define your dev and prod config, extending the default (both in types and in values). Finally, create a get method, passing in process so you can unit test it with a stub vs. using it as a global variable. An improvement would be to pre-parse NODE_ENV so you don’t need a default in the switch. JavaScript, I’m fine with the config module. In TypeScript, it’s dangerous and shouldn’t be used in Node.js.  ( 3 min )

Have you ever build something for months… only to realize no one actually wants to use it? That was us. We had what we thought was a solid mobile app. The idea was validated. The features were there. But when we finally launched, the numbers just didn’t add up: High drop-off during onboarding Users signing up, but never coming back Confused feedback like “I don’t get what I’m supposed to do” At first, we thought it was a marketing issue. But turns out—it was our UX. The Pain Wasn’t the Product. It Was the Experience. If you’ve ever seen a user just stare blankly at your app screen and then close it, you know the pain. So We Got Help—From People Who Actually Do This for a Living Clear user journeys Tiny details like button placement and loading feedback Making sure users feel in control—not overwhelmed That’s when we came across a UX team in Singapore called Codigo. We weren’t even looking for an agency at first. But their UX case studies caught our eye—especially how they think through micro-interactions and user psychology. It wasn’t just design—it was experience strategy. Why I’m Recommending Them (Even Though I Don’t Usually Do This) We worked with Codigo because we needed real UX help, and they delivered. What I appreciated most: They interviewed our users before designing anything Their clickable prototypes were ready within weeks Every feedback loop felt like a collaboration, not a handoff Long story short: our bounce rate dropped, engagement rose, and people finally “got” the app. What You Can Learn (Even If You Don’t Hire Anyone) Don’t assume users think like you Fancy UI means nothing without flow clarity Test your onboarding with someone’s mom or uncle. Seriously. Final Thought They’ve worked with banks, startups, and even government apps. But most importantly, they get that UX isn’t a luxury—it’s the core of your product. 👉 If you’re curious, here’s their UX approach: https://www.codigo.co/services/user-experience No fluff. Just good, human-centered design.  ( 4 min )

Hello everyone. I have taken the CS5O's introduction to programming with python offered by Havard university, which I consider a wonderful experience on my programming journey. The issue is, I have built my final project which requires a graphical user interface, so I used python's tkinter library and ttkbootstrap. But to my greatest surprise, when I copy-paste my final result, which I tested many times in my local editor (pyCharm), into their online editor for submission, I noticed that their online editor doesn't support windows creation (tkinter and ttkbootstrap). My concern is, can I still move on to submit it? Will they consider it a valid final project or I need to change project. Your pieces of advice are welcome!  ( 3 min )

A post by Lilly Gunn  ( 2 min )

By: Alireza Minagar, MD, MBA, MS As a neurologist, software engineer, and AI ethicist, I’ve come to realize that some of the deepest insights in our field don’t come from new tools or libraries — but from enduring principles that have been with us for millennia. In this article, I pose a timeless question: What can we, as modern technologists, learn from the ancient builders of the Egyptian pyramids? You might be surprised how deeply the architectural mindset of ancient Egypt — forged in the sands of time — still resonates in today’s world of: System design Human coordination Ethical foresight These themes echo not only through ancient stone, but also through the codebases, AI models, and cloud infrastructure we build today. Highlights from the Article The Pyramids as the Original Distributed Systems Codebases as Stonework Neural Networks as Digital Pyramids Read the Full Article on Medium You can access the full article at the following link: https://medium.com/@aminagar_38889/🧱-from-pyramids-to-programs-what-ancient-egypt-teaches-us-about-building-great-ai-systems-f37a832412e2 Join the Conversation I invite fellow developers, data scientists, software architects, and AI ethicists to reflect on the following: How do you incorporate long-term thinking in your software or AI system designs? Have you ever drawn inspiration from ancient systems, history, or philosophy in your technical work? Let’s work together to build technology that doesn’t just scale — but endures. Relevant Topics and Tags AI, Software Engineering, Ethical AI, Architecture, Machine Learning, Tech Philosophy, Digital Futures, Egyptian Engineering, Leadership, Alireza Minagar Final Thought History doesn’t just remember the code we write — it remembers what we chose to build and why. Let’s build something worth remembering.  ( 4 min )

Yuxan Wangが第一著者,北京一般人工知能機関 The problem is as follows Related works Intrinsic Extrinsic Experiment and benchmark Conclusion Adversarially generated questions from videos VQA based and Caption based  ( 2 min )

If you want to run Cursor AI on a cloud server and access it via Remote Desktop (RDP) with a full GUI, here’s a complete guide. You’ll be able to edit code with AI assistance from anywhere using just your browser or Remote Desktop client. This guide will walk you through installing a lightweight desktop environment, configuring XRDP, and setting up the Cursor AI editor on your Ubuntu 24.04 server. Step 1: Create a Vultr Server Step 2: Install a Lightweight Desktop Environment Step 3: Install and Configure XRDP Step 4: Setup GNOME Keyring Step 5: Install Chromium Browser Step 6: Install Cursor AI Step 7: Access Your Ubuntu Remote Desktop Conclusion Register on Vultr using my affiliate link: https://www.vultr.com/?ref=9755434 to get $300 in free credits (as long as the promotion lasts). Choo…  ( 4 min )

PSA: Do not enable BitLocker unless you immediately activate it with your windows account. Friends don't let friends have BitLocker enabled unless they activate it. So, someone comes to me with a laptop - water damage, doesn't power on, ect. It's my job to simply take out the hard drive and grab whatever data I can. Ok, no problem right? It's all fun and games until I remove the hard drive from the computer and try to access it. BitLocker. WHY. Why do you have BitLocker enabled if you didn't activate it with your windows account? Here is the hard truth: If you have BitLocker enabled without activating it and something happens - like water damage - all the IT support in the world isn't going to be able to get your data. When the hard drive is removed from the original device, BitLocker is triggered. But you will never know your key to get access to your own information unless you had previously activated your key. Your assorted data, important business information, and family photos are NOT SAFE. They will be lost. Options: Save to the cloud Do routine backups elsewhere Disable BitLocker Fully activate BitLocker Do not live in limbo, you are playing with fire, only to the disadvantage of yourself! I spent the entire day, trying to figure out how I could get the data for a loyal customer. You know how bad that sucks when you can't even do the thing you are supposed to be able to do... I tried anyways. I spent all day googling work-arounds and trying a few things. Massive waste of time. Even if they can log into their Microsoft account, they will not have their BitLocker key if it was not activated. Go forth now, and save everyone.  ( 3 min )

Understanding Cross-Platform Design Principles The Importance of Consistency Across Platforms Consistency is super important when you're designing for different platforms. Think about it: users expect a certain level of familiarity no matter where they are interacting with your product. Maintaining a consistent look and feel builds trust and makes your product easier to use. Here's why it matters: Brand Recognition: Consistent visuals reinforce your brand identity. User Familiarity: Reduces the learning curve for users switching between platforms. Improved Usability: Predictable interactions lead to a better user experience. User Experience Considerations in Cross-Platform Design User experience (UX) is not a one-size-fits-all deal. What works great on a desktop might be a total disaster …  ( 6 min )

Hey! 🖥️ GUI Interface - No more CLI-only! Built with eframe/egui 🛠️ Tech Stack Rust (edition 2024) 💡 Why Another Download Manager? Performance - Rust's zero-cost abstractions shine here 🤝 Looking for Contributors! Rust developers - Performance optimizations, new protocols 📊 Current Status ⭐ Growing GitHub stars 🔗 Links GitHub: https://github.com/davimf721/KelpsGet https://crates.io/crates/kelpsget 🎯 Quick Example  ( 3 min )

Understanding the 5-Layer Architecture of Modern Applications In software development, a well-structured application architecture is essential for building scalable, maintainable, and testable systems. One of the most widely used architectural patterns is the 5-layer architecture, which separates the application into logical layers, each with a specific responsibility. Let’s dive into each layer and understand its role in the system. The Presentation Layer is the topmost layer that users interact with directly. It displays data to the user and sends user commands to the application. Render the user interface Collect user input Display feedback from the system Web: HTML, CSS, JavaScript, React, Angular, Vue Mobile: Flutter, React Native, SwiftUI A login form that captures a username and p…  ( 4 min )

Strong community contributions and efficient review processes power this popular open-source observability platform Grafana is a leading open-source platform for monitoring, visualization, and observability. Since its initial launch in 2014, Grafana has grown to become the standard for time series analytics, with over 68,000 GitHub stars and a thriving ecosystem of plugins and integrations. The platform allows users to query, visualize, alert on, and understand metrics no matter where they're stored, enabling the creation of beautiful dashboards to foster a data-driven culture. We researched Grafana on collab.dev and uncovered some interesting collaboration patterns that highlight the project's commitment to code quality and community engagement. Strong Community Engagement: 75% of PRs com…  ( 4 min )

Google's "sufficient context" helps refine RAG systems, reduce LLM hallucinations, and boost AI reliability for business applications.  ( 9 min )

Digital asset lender Ledn is transitioning to fully collateralized Bitcoin lending and discontinuing support for Ethereum, in moves designed to consolidate its BTC-focused business and further safeguard client assets against credit risks. In adopting a full custody structure for Bitcoin (BTC) loans, Ledn will no longer lend out client assets to generate interest, the company disclosed on May 23. Instead, Bitcoin collateral will remain under full custody by Ledn or one of its designated funding partners.  “This means assets aren’t rehypothecated, reused, or loaned out to generate yield,” Ledn co-founder and CEO Adam Reeds told Cointelegraph. Reeds said the move brings the company back to its roots and aligns more closely with Bitcoin’s founding principles. “Bitcoin was created as a direct …

Spot Bitcoin exchange-traded funds (ETFs) in the United States are heading for a record-breaking month, helping push Bitcoin to new all-time highs amid rising institutional demand. The US-listed spot Bitcoin (BTC) ETFs recorded more than $1.5 billion in combined inflows over a two-day period, with $608 million on May 21 and $934 million on May 22, according to data from Sosovalue. A repeat performance of the past two days’ inflows would see monthly inflows surge to $6.68 billion, surpassing the monthly record of $6.49 billion from November 2024. Bitcoin ETF inflows, monthly, all-time chart. Source: Sosovalue Related: German gov’t missed out on $2.3B profit after selling Bitcoin at $57K ETF inflows helped Bitcoin rise to a new all-time high of $112,000 on May 22 before retracing to above $1…

Singapore-based artificial intelligence firm Genius Group has added more Bitcoin to its corporate treasury after being temporarily banned from doing so. In a May 22 announcement, Genius Group explained that it has resumed accumulating Bitcoin (BTC) following a favorable ruling by the US Court of Appeals. It follows Genius Group being temporarily barred from expanding its Bitcoin treasury after a US court order had banned it from selling shares, raising funds and using investor funds to buy more BTC. Genius Group announced it increased its Bitcoin Treasury 40% with the purchase of 24.5 BTC, worth around $2.7 million. The company now holds 85.5 BTC acquired for a total of $8.5 million, at an average price of $99,700 per coin. “We are pleased to be able to begin the task of rebuilding shareho…

Binance co-founder and former CEO Changpeng “CZ” Zhao has pushed back against a report in The Wall Street Journal, calling it a “hit piece” filled with inaccuracies and negative assumptions.  In an X post, Zhao criticized the publication’s portrayal of his alleged involvement with World Liberty Financial, the decentralized finance project backed by a business entity affiliated with US President Donald Trump. Trump’s sons — Eric and Donald Jr. —are involved in the management of the company. Zhao said the WSJ article portrayed him as acting as a “fixer” for the WLF team and its co-founder Zach Witkoff during foreign trips.  The article suggested Zhao facilitated introductions and meetings for WLF leaders during foreign trips, including a visit to Pakistan that reportedly resulted in a memora…

Key takeaways: Bitcoin hit a new all-time high of $111,970 on May 22, but retraced to $110,700, with analysts noting mixed signals on market overheating. Funding rates and other metrics suggest a “healthy upward phase.” Bitcoin’s (BTC) price recorded a new all-time high of $111,970  on May 22. However, BTC price retraced shortly after to trade at $110,700 at the time of writing. Despite the correction, there are mixed signals about whether the price rally is overheated or whether this is a healthy pullback. Bitcoin “still not overheated” — analyst Bitcoin is not showing any signs of being overheated despite reaching new all-time highs this week, with several analysts pointing to fundamentals suggesting Bitcoin could rise further. “Overheating indicators such as the funding rate and sh…

Cetus is offering a $6 million white hat bounty in an effort to recover $220 million in stolen digital assets, while emergency responses from the Sui Network have raised concerns about decentralization. Sui-native decentralized exchange (DEX) Cetus was exploited for over $220 million worth of cryptocurrency on May 22. However, Cetus managed to freeze $162 million of the stolen funds shortly after. Cetus has since offered a white hat bounty of up to $6 million for the exploiter for returning the stolen 20,920 Ether (ETH), worth over $55 million, along with the rest of the stolen funds currently frozen on the Sui blockchain. “In exchange, you can keep 2,324 ETH ($6M) as a bounty, and we will consider the matter closed and will not pursue any further legal, intelligence, or public action,” Ce…

Hyperliquid, a decentralized perpetuals exchange operating on its own layer-1 blockchain, has submitted formal comments on 24/7 derivatives trading to the United States Commodity Futures Trading Commission (CFTC). In a May 23 X post, Hyperliquid Labs announced that it has “submitted two comment letters to the [CFTC] in response to its recent Requests for Comment on perpetual derivatives and 24/7 trading.” The team behind the decentralized exchange (DEX) added: “We commend the CFTC for its proactive engagement on these topics, understanding of which is fundamental to the evolution of global markets.” Hyperliquid stated that it is committed to the advancement of the decentralized finance (DeFi) space. The team also claimed that its implementation “exemplifies how core DeFi principles can be …

Decentralized finance (DeFi) platforms have a major cost advantage over traditional banks when it comes to onboarding new users, according to Anton Bukov, co-founder of decentralized exchange (DEX) 1inch. Speaking at a panel during Dutch Blockchain Week on May 22 in Amsterdam, Bukov said traditional banks spend between $100 and $300 per user to verify documents and set up accounts. Online banks, he said, spend about $20 to $30. In contrast, DeFi requires almost nothing beyond a smartphone and internet access. “Onboarding to DeFi literally costs zero,” Bukov said. “You don’t need brick-and-mortar infrastructure or lengthy verification processes. Just connect and transact.”  Bukov said that this gives DeFi an edge over traditional financial institutions in reaching the 1.4 billion unbanked p…

Key points: Bitcoin buyer interest remains strong at all-time highs, contrasting with the first touch of $100,000 in 2024. The BTC price uptrend “may continue” as a result, CryptoQuant analysis concludes. Bitcoin short-term holders are firmly in the black in a further potential bull market boost. Bitcoin (BTC) buyers remain dominant on exchanges as all-time highs are met with unusual optimism. Data from onchain analytics platform CryptoQuant shows a 90-day cumulative volume delta (CVD) favoring Bitcoin bulls. CryptoQuant: BTC price uptrend “may continue” BTC price all-time highs continue to find support among traders, with buyers staying dominant despite the market surging 50% in under two months. Analyzing 90-day CVD, CryptoQuant contributor Ibrahim Cosar reveals the extent to which …

Is Tether MiCA compliant? The EU’s new Markets in Crypto-Assets regulation, better known as MiCA, is the first major attempt by a global economic power to create clear, region-wide rules for the crypto space, and stablecoins are a big focus. MiCA mandates best practices. If a stablecoin is going to be traded in the EU, its issuer has to follow some stringent rules: 1. You need a license To issue a stablecoin in Europe, you must become a fully authorized electronic money institution (EMI). That’s the same kind of license traditional fintechs need to offer e-wallets or prepaid cards. It’s not cheap and it’s not quick.  2. Most of your reserves have to sit in European banks This is one of the most controversial parts of MiCA. If you issue a “significa…

Some of the biggest banking companies in the US are reportedly exploring a team-up to launch a crypto stablecoin. Companies owned by JPMorgan, Bank of America, Citigroup and Wells Fargo have discussed the possibility of jointly issuing a stablecoin, The Wall Street Journal reported on May 22, citing people familiar with the matter. Other financial institutions linked to the potential stablecoin include Early Warning Services, the parent company of digital payments network Zelle, and the payment network Clearing House. The discussions are still in the early stages, and a final decision on the project could change depending on the regulatory environment and the demand for stablecoins. A JPMorgan spokesperson told Cointelegraph the company had no comment. Bank of America, CitiGroup, and Wells…

Artificial intelligence firm Anthropic has launched the latest generations of its chatbots amid criticism of a testing environment behaviour that could report some users to authorities. Anthropic unveiled Claude Opus 4 and Claude Sonnet 4 on May 22, claiming that Claude Opus 4 is its most powerful model yet, “and the world’s best coding model,” while Claude Sonnet 4 is a significant upgrade from its predecessor, “delivering superior coding and reasoning.” The firm added that both upgrades are hybrid models offering two modes — “near-instant responses and extended thinking for deeper reasoning.” Both AI models can also alternate between reasoning, research and tool use, like web search, to improve responses, it said.  Anthropic added that Claude Opus 4 outperforms competitors in agentic cod…

Cybercriminals are using fake Ledger Live apps to drain macOS users’ crypto through malware that steals seed phrases, a cybersecurity firm warns.  The malware replaces the legitimate Ledger Live app on victims’ devices and then prompts the user to input their seed phrase through a phony pop-up message, a team from Moonlock said in a May 22 report. “Initially, attackers could use the clone to steal passwords, notes, and wallet details to get a glimpse of the wallet’s assets, but they had no way to extract the funds,” the Moonlock team said. “Now, within a year, they have learned to steal seed phrases and empty the wallets of their victims,” it added.  One way the scammers replace the real Ledger Live app with a clone is through the Atomic macOS Stealer, designed to steal sensitive data, whi…

Photos from within US President Donald Trump’s secretive dinner for his top memecoin buyers show attendees were treated to a three-course meal and gift bags as protesters gathered outside the event to accuse Trump of profiting from the presidency. Pictures posted online by some of the 220 largest holders of the Official Trump (TRUMP) token — one of several crypto ventures critics have said conflicts with Trump’s ethics as president — show attendees were greeted by large posters bearing “Fight Fight Fight,” which also sat atop each table, referencing the company that launched the memecoin. The White House said it would not publish a guest list of those who attended the dinner, but Tron CEO Justin Sun, Magic Eden CEO Jack Lu and BitMart CEO Sheldon Xia were among those sharing snaps of the d…

Bitcoin futures open interest (OI) has hit record levels on crypto derivatives exchanges as traders anticipate the cryptocurrency will continue and reach new all-time highs.  Bitcoin (BTC) futures open interest reached a peak of just over $80 billion on May 23, according to CoinGlass. It’s an increase of 30% since the start of May as derivatives speculators load up on leverage in anticipation of higher Bitcoin prices. Open interest is the total number of outstanding futures contracts that allow traders to bet on the future price of Bitcoin, which have not been settled or closed, showing the total amount of current market speculation. Total Bitcoin futures OI. Source: Coinglass When OI surges, it indicates massive leveraged positions are built up in the market, with lots of traders holding …

TL;DR Spotting the next big crypto project before it explodes demands data, discipline and a sharp eye for real signals. This guide explores how to identify early winners by analyzing onchain metrics, tokenomics, dev activity and community traction while avoiding the common traps of hype-driven pumps and red-flag projects. Despite the crypto space being crowded, fast-moving and full of noise, some investors manage to consistently find promising projects while they’re still under the radar. So, how do they do it?  Crypto trendspotters know how to read onchain data. They understand tokenomics. They read GitHub commits and follow the money. It takes more than jumping on the hype bandwagon ahead of the crowd. This guide breaks down how to find crypto projects with real potential using lessons …

Shares in Swedish health tech company H100 Group AB rose 37% after it said it purchased Bitcoin for the first time as part of a new strategy, while China’s Jiuzi Holdings revealed its plan to stack 1,000 Bitcoin over the next year. H100 said on May 22 that it spent 5 million Norwegian krone ($490,830) buying 4.39 Bitcoin (BTC) at an average purchasing price of around $111,785. The company’s shares closed May 22 trading up 37% to 1.22 Swedish krona ($0.13) on the Nordic Growth Market following its disclosure of its Bitcoin purchase, Bloomberg data shows.  Source: H100 The strong trading day recovered some losses from the past two months, during which the firm’s shares have fallen by over 46%. H100’s change in share price so far in 2025. Source: Bloomberg The firm’s CEO, Sander Andersen, sai…

Crypto perpetual futures contracts could receive regulatory approval in the US “very soon,” says outgoing Commodities and Futures Trading Commission Commissioner Summer Mersinger. Perpetual crypto futures “can come to market now,” Mersinger told Bloomberg TV on May 22.  “We’re seeing some applications, and I believe we’ll see some of those products trading live very soon,” she said, adding it would be “great to get that trading back onshore in the United States.”  Mersinger, who will leave the CFTC at the end of May, said having crypto derivatives trading and regulated in the US would be a “really good thing for these markets and would be really beneficial to the industry broadly.” Crypto perpetual futures are derivative contracts that allow traders to speculate on the price of cryptocurre…

A US man operating what prosecutors called a “no questions asked” cash-to-Bitcoin conversion service has been sentenced to six years behind bars and was ordered to hand over millions of dollars.  Boston federal court Judge Richard Stearns sentenced Trung Nguyen, from Danvers, Massachusetts, to six years in prison followed by three years of supervised release, and ordered him to forfeit $1.5 million, the Boston US Attorney’s Office said on May 22.  Prosecutors said Nguyen ran an unlicensed money-transmitting business called National Vending between September 2017 and October 2020, which used various techniques he learned in an online course to evade authorities. As part of the course, Nguyen was taught how to conceal his actual business from banks, crypto exchanges and state authorities by …

Michigan lawmakers have introduced four crypto-related bills covering crypto mining, central bank digital currencies (CBDCs) and crypto in state retirement funds. Republican state Representative Bill Schuette introduced House Bill 4510 on May 21, which would amend Michigan’s Public Employee Retirement System Investment Act to allow the state treasurer, currently Rachael Eubanks, to invest in cryptocurrencies that have averaged a market cap above $250 million over the last calendar year. Bitcoin (BTC) and Ether (ETH) are the only cryptocurrencies that currently meet that threshold. The bill adds that any cryptocurrencies must be held in the form of an exchange-traded product issued by a registered investment company. A similar bill was introduced in February, permitting the state treasurer …

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Meet Cathy Tie, Bride of “China’s Frankenstein” Since the Chinese biophysicist He Jiankui was released from prison in 2022, he has sought to make a scientific comeback and to repair his reputation after…  ( 23 min )

This week, two new leaders at the US Food and Drug Administration announced plans to limit access to covid vaccines, arguing that there is not much evidence to support the value of annual shots in healthy people. New vaccines will be made available only to the people who are most vulnerable—namely, those over 65 and…  ( 25 min )

Since the Chinese biophysicist He Jiankui was released from prison in 2022, he has sought to make a scientific comeback and to repair his reputation after a three-year incarceration for illegally creating the world’s first gene-edited children.  While he has bounced between cities, jobs, and meetings with investors, one area of visible success on his…  ( 30 min )

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Kingston is and always has been a mainstay at Computex 2025. This year, the memory maker gave us a brief tour of its achievements, as well as some new products we can expect. Perhaps one of the brand’s proudest achievements was how much its products was being used in the AI and more specifically, the […] The post Photo Essay: Kingston At Computex 2025 appeared first on Lowyat.NET.  ( 16 min )

Xiaomi’s second fully electric (EV) model, the YU7 SUV, was unveiled yesterday in conjunction with the company’s 15th-year anniversary. The EV SUV is offered in three configurations: rear-wheel drive (RWD), all-wheel drive (AWD) and Max AWD. As previously reported, the YU7 SUV shares many design elements with the SU7 sedan, including the closed grille, distinctive […] The post Xiaomi YU7 Unveiled In China; Comes In 3 Variants appeared first on Lowyat.NET.  ( 18 min )

We’ve said it before and we’ll say it again: AGi isn’t a brand many would be familiar with but the company has been very slowly making a name for itself in the PC memory and storage market. This year, we visited the brand’s booth at Computex 2025 to find out what it’s been doing since […] The post Photo Essay: AGi At Computex 2025 appeared first on Lowyat.NET.  ( 16 min )

DarkFlash was another brand we visited at its booth during Computex 2025. While we’re not entirely familiar with the name, the company does have a reputation of being a manufacturer of components and peripherals. Casings are something of the brand’s speciality, something that it was eager to show off in the form of its all-glass […] The post Photo Essay: DarkFlash At Computex 2025 appeared first on Lowyat.NET.  ( 17 min )

During our tour of Computex 2025, we found time to stop by at the PNY booth. As with all GPU makers and given the recent launch of the NVIDIA GeForce RTX 5060 a few days earlier, the brand was presenting its own custom-cooled SKUs, among other things, to the floor. The RTX 5060 series PNY […] The post Photo Essay: PNY At Computex 2025 appeared first on Lowyat.NET.  ( 17 min )

Since its debut in 1976, the Volkswagen Golf GTI has gained a rich history and a legendary status as a performance hatchback in the automaker’s line-up. But, as the automotive world shifts gears towards electrification, even the mighty GTI isn’t immune to change. Behind the scenes, development is already in full swing. Volkswagen’s engineers are […] The post Volkswagen Confirms Golf GTI Will Go Fully Electric appeared first on Lowyat.NET.  ( 16 min )

The Samsung Galaxy Buds FE was released back in October of 2023, and the time for a successor may be nigh. Except that it may not be called the Galaxy Buds FE 2, according to reports. New name aside, it may also be close to launch, as its model number has started appearing in support […] The post Samsung Galaxy Buds Core Appears In Official Support Sites appeared first on Lowyat.NET.  ( 16 min )

Alcatel is having quite a busy week. Its V3 Ultra 5G just had its specs revealed on a Flipkart page, confirming its 5,010mAh battery. Now, the brand has quietly launched its Alcatel 3 (2025) phone via its official webpage. In addition to that, a listing on Flipkart reveals that the V3 Classic and Pro phones, […] The post Alcatel 3 Launches; V3 Classic, Pro Releasing on 27 May appeared first on Lowyat.NET.  ( 16 min )

Fujifilm has announced a very unique new digital camera called the X Half, which is inspired by half-frame cameras. The most interesting thing about this camera is, without a doubt, that it shoots stills and videos in a vertical format. The X Half features an 18MP 1-inch 3:4 CMOS sensor with a 10.8mm f/2.8 FUJINON […] The post Fujifilm Opens Pre-Orders For X Half Camera; Costs RM3,398 appeared first on Lowyat.NET.  ( 16 min )

As Google prepares to release Android 16 next month, Nothing has confirmed that one of its devices is definitely not going to receive the update. Of course, the device is none other than the company’s very first smartphone, the Nothing Phone (1). A company representative told Android Authority that the Nothing Phone (1) will not […] The post Nothing Phone (1) Won’t Get Android 16 Update appeared first on Lowyat.NET.  ( 15 min )

Finnish company Suunto has quietly listed the price of its latest smartwatch, the Run, on its Malaysian website. The watch was launched last week as a lightweight wearable tailor-made for running, as you can tell from the name. Weighing at only 36g in a polyamide case with a stainless steel bezel, the Run sports a […] The post Suunto Run To Hit The Shelves At RM1,199 appeared first on Lowyat.NET.  ( 15 min )

Deputy Prime Minister Datuk Seri Fadillah Yusof has stated Malaysia is planning to set up 10,000 electric vehicle (EV) charging stations across the nation by the end of 2025. According to Fadillah, who is also the Energy Transition and Water Transformation Minister, Malaysia aims to become a regional hub for EV production and innovation, while […] The post Malaysia Targets 10,000 EV Charging Stations By End Of 2025 appeared first on Lowyat.NET.  ( 16 min )

For the longest time, only the Steam Deck is officially “Powered by SteamOS”. That’s the designation for gaming handheld PCs that Valve officially supports. Another one has been added to the list, and it’s the Lenovo Legion GO S, confirming the leak from half a year ago, and the official announcement around CES 2025. This […] The post Lenovo Legion Go S Now Officially Powered By SteamOS appeared first on Lowyat.NET.  ( 16 min )

Keretapi Tanah Melayu Berhad (KTMB) will be temporarily changing its schedule for its route in the Klang Valley from 24 to 26 May to improve system efficiency and train operation safety. These scheduling changes will be made in order to facilitate its signal system upgrade works between the Kepong Station and Salak Selatan Station. KTMB […] The post KTMB Warns Of Train Delays In Klang Valley On 24 – 26 May appeared first on Lowyat.NET.  ( 16 min )

Apple is aiming to release smart glasses by the end of 2026, according to a report by Bloomberg’s Mark Gurman. These smart glasses will reportedly feature cameras, microphones, as well as speakers, which will allow the glasses to analyse their environment and let the wearer interact with Siri. As for functionality, the glasses will be […] The post Apple Smart Glasses Might Arrive Next Year appeared first on Lowyat.NET.  ( 16 min )

TechLife, a budget sub-brand under realme, has announced a new lineup of products, namely the Pad Neo, the Smart Watch P1, and a couple of accessories. The latter includes a RM99 handheld fan and the Clip-on Earbuds 2, which seems to have the exact same specs and design as the original Clip-on Earbuds. The Pad […] The post TechLife Pad Neo Officially Arrives In Malaysia At RM599 appeared first on Lowyat.NET.  ( 16 min )

Apple has officially expanded its Maps service in Malaysia, adding support for public transit directions in major cities. Starting today, users can now plan journeys across Kuala Lumpur, Penang and Johor Bahru using a range of transport options including buses, light rail, monorail, ferries, and national rail. The feature also supports cross-border services and airport […] The post Apple Maps Now Supports Transit Directions In Malaysia appeared first on Lowyat.NET.  ( 17 min )

WhatsApp has announced that it is rolling out its voice chat feature to all groups regardless of size. Not to be confused with group calls, voice chats are what the company calls “audio hangouts” and are more akin to Discord voice channels that allow users to easily drop in at their leisure. To initiate a […] The post WhatsApp Expands Voice Chat To All Groups appeared first on Lowyat.NET.  ( 16 min )

In addition to phones, a tablet and a laptop, HONOR also launched a smartwatch and a smart band, which are the Watch Ultra and Band 10. These share pre-order and availability dates with the phones, so they will only be on shelves starting 30 May. Starting with the HONOR Watch 5 Ultra, it’s worth mentioning […] The post HONOR Watch Ultra 5, Band 10 Launches From RM199 appeared first on Lowyat.NET.  ( 16 min )

Alongside the 15S Pro smartphone, Xiaomi has also unveiled the Pad 7 Ultra in China. Not only is it the brand’s largest tablet to date, but it’s also the second device to feature the brand’s in-house Xring O1 chip. The Xiaomi Pad 7 Ultra comes with a massive 14” OLED panel with 3,200 x 2,136px […] The post Xiaomi Pad 7 Ultra With Xring O1 Debuts In China appeared first on Lowyat.NET.  ( 17 min )

Xiaomi has officially introduced its first smartphone that’s equipped with its own first-party chipset in China. Known as the Xiaomi 15S Pro, it is basically a new variant of the current generation flagship’s Pro model, which comes with the brand’s own Xring O1 instead of a Snapdragon 8 Elite. Developed and designed by Xiaomi and […] The post New Xiaomi 15S Pro With First-Party Xring O1 Chip Launches In China appeared first on Lowyat.NET.  ( 17 min )

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A new benchmark can test how much LLMs become sycophants, and found that GPT-4o was the most sycophantic of the models tested.  ( 7 min )

Bowman later edited his tweet and the following one in a thread to read as follows, but it still didn't convince the naysayers.  ( 8 min )

Bowman later edited his tweet and the following one in a thread to read as follows, but it still didn't convince the naysayers.  ( 8 min )

Anthropic's Claude Opus 4 outperforms OpenAI's GPT-4.1 with unprecedented seven-hour autonomous coding sessions and record-breaking 72.5% SWE-bench score, transforming AI from quick-response tool to day-long collaborator.  ( 9 min )

Someone also appears to have published a full scrape of the Time article online on the news aggregator app Newsbreak.  ( 5 min )

Enchant is launching a new zero-equity accelerator for gaming and AI startups, with applications now open for its three-month program.  ( 7 min )

Automation is often depicted as a simple story of people versus machines—a narrative filled with apprehension and fear. Indeed, the anxiety surrounding job displacement is firmly rooted in historical experiences where technological leaps have abruptly reshaped employment landscapes. Yet this picture of conflict and competition misses a profound truth: automation isn’t merely replacing work—it’s fundamentally reshaping our relationship with work. Rather than being adversaries, humans and artificial intelligence (AI) are becoming partners in an evolving dance of productivity, creativity, and innovation. To grasp automation’s complex role, consider that old jobs have always faded with time—and with change comes rebirth. Current research, including findings from the World Economic Forum, consi…  ( 5 min )

Basics of React server-side rendering with Express.js Juhana Jauhiainen ・ Feb 5 '22 #react #express #webdev  ( 2 min )

Introduction This article is written for Linux administrators. It teaches you how to create pipelines on a terminal using sed and awk commands. Combining these commands allows you to filter and analyze data, troubleshoot log files, and streamline your day-to-day workflow. sed and awk are essential for filtering and transforming text data. awk works well with columns, and sed excels at search-and-replace. The power of these tools lies in combining them into a pipeline. That will be the focus of this tutorial. To complete this tutorial, you will need: Experience operating a Linux terminal. DigitalOcean's A Linux Command Line Primer is a great place to start. Knowledge about regular expressions; how to interpret and create them. Read An Introduction to Regular Expressions to learn more. E…  ( 10 min )

"Supercharge Your QA Process: Why Developers Love LambdaTest" In today’s fast-moving dev world, delivering reliable apps across browsers and devices isn’t optional—it’s essential. That’s where LambdaTest comes in. Whether you're a solo developer or part of a large QA team, LambdaTest helps you test your web and mobile applications efficiently on a massive range of environments. Let’s dive into why developers love LambdaTest for cross-browser and mobile testing. LambdaTest is a cloud-based software testing platform built for developers and QA engineers. It supports both manual and automated testing across thousands of browsers, OS versions, and real mobile devices. Run tests on major browsers like Chrome, Firefox, Safari, Edge—even older versions of Internet Explorer. You can manually inter…  ( 4 min )

Introduction If you frequently create GitHub Codespaces, configuring your customizations can be tedious and repetitive. This tutorial will show you how to consolidate all of your customizations in a dotfiles GitHub repository. Along the way you will learn some handy Linux and vim techniques. The goal is to create a minimalist, well structured, boilerplate repository that you can augment as you see fit. The bulk of the tutorial consists of building the repository one file at a time with commentary describing key points. When you're done, you will have created a generic repository with the following: Good generic .bashrc settings Small but powerful set of bash functions and aliases for navigation Good generic settings for vim This is a fairly advanced tutorial. You should consider yourse…  ( 11 min )

Anthropic has unveiled Claude Sonnet 4, a transformative upgrade over its predecessor, Sonnet 3.7. Tailored for developers, enterprises, and AI enthusiasts, Sonnet 4 delivers enhanced coding capabilities, advanced reasoning, and precise instruction following. Performance Breakthroughs SWE-bench Excellence: Claude Sonnet 4 achieves a state-of-the-art 72.7% on the SWE-bench benchmark, marking a significant improvement over Sonnet 3.7's performance. (Anthropic) Error Reduction: Navigation errors have been dramatically reduced from 20% to near zero, showcasing a deeper understanding of complex codebases. Enhanced Safety: The model is 65% less likely to exploit shortcuts or loopholes in completing tasks compared to Sonnet 3.7, contributing to safer and more reliable AI behavior. (Anth…  ( 3 min )

mdka v1.5 is released. HTML to Markdown converter written in Rust lang. Bindings for Node.js are introduced in addition to those for Python. from Rust lover in training 🤍 / mdka-rs mdka HTML to Markdown (MD) converter written in Rust. Summary A kind of text manipulator named mdka. "ka" means "化 (か)" pointing to conversion. Fast speed Low memory consumption Easy usage Usage 🌠 Rust with cargo # Cargo.toml [dependencies] mdka = "1" // awesome.rs use mdka::from_html fn awesome_fn() { let input = r#" heading 1 Hello, world. "#; let ret = from_html(input); println!("{}", ret); // # heading 1 // // Hello, world. // } For more details about functions, the docs live here. 🧩 Executable Assets in Releases offer executables for multiple platforms. → For usage 🧩 Python integration Bindings for Python are supported. → For more examples $ pip install mdka # awesome.py from mdka import md_from_html print(md_from_html(" Hello, world. ")) # … View on GitHub  ( 3 min )

I thought "From BERT to ModernBERT" as a title before I wrote the post, but "Some BERTs and ModernBERT" sounded better! Some BERTs and ModernBERT NLP isn’t just about LLMs and generative AI, encoder-only models like BERT are still widely used for natural language understanding tasks, and for good reason. At the end of 2024, a new BERT-inspired model called ModernBERT was released and showed impressive performance across benchmarks. In this blog post, I explore the evolution of BERT-style models and take a closer look at what makes ModernBERT stand out!  ( 2 min )

Let’s get this out of the way up front: If you’re calling yourself a leader but treating your junior devs like interns with Stack Overflow accounts — you’re not leading. You’re just delegating down and hoping for the best. Junior devs aren’t liabilities. They’re high-potential humans still figuring out how this industry works while we dump half-documented codebases and broken CI pipelines on them like it’s a rite of passage. Time to do better. Here’s how real tech leaders actually support their junior devs: Don’t just toss a JIRA ticket and bounce. Give them the why, not just the what. “This feature helps us reduce user churn by tightening onboarding” is miles better than “Add this button to the modal because the PM said so.” Juniors thrive when they understand the system they’re working…  ( 4 min )

Introdução Se você é estudante de programação ou quer apenas criar aplicativos para Android ou iOS sem precisar aprender linguagens complexas de programação, o MIT App Inventor é uma excelente porta de entrada. Esta plataforma gratuita permite desenvolver apps de forma visual, usando blocos lógicos e uma interface drag-and-drop (arrasta e solta). Neste artigo, você aprenderá como criar sua conta e iniciar seu primeiro projeto no MIT App Inventor, pronto para ser testado no seu celular. O MIT App Inventor é uma ferramenta criada pelo Massachusetts Institute of Technology que permite a qualquer pessoa criar apps por meio de uma interface visual. É ideal para iniciantes, escolas técnicas, e projetos rápidos de prototipagem. Uma conta Google (Gmail) Navegador (Chrome, Firefox, Edge, etc.) Sm…  ( 4 min )

We’re looking for contributors to help improve Lovit! There are currently “good first issues” open to help you get started quickly. Whether you’re new or experienced, your contributions matter.  ( 2 min )

Disclaimer Este texto foi inicialmente concebido pela IA Generativa em função da transcrição de uma live do Dev Eficiente. Se preferir acompanhar por vídeo, é só dar o play. Introdução Uma das frases mais comuns que escutamos no mundo do desenvolvimento é "eu só aprendo na prática". Mas o que exatamente significa essa "prática" na cabeça de quem fala isso? E será que essa abordagem é realmente a mais eficaz para acelerar o aprendizado? Neste post, vamos explorar essa ideia e descobrir por que treinar bem pode ser mais efetivo do que apenas aprender através de tarefas reais do trabalho. Recentemente, tive uma interação interessante com uma pessoa que tinha um plano de estudos estruturado, com exercícios derivados do contexto onde ela ia trabalhar. No entanto, junto com a e…  ( 6 min )

By leveraging cloud platforms, software engineers can scale applications with ease, access powerful tools, and collaborate globally. These capabilities promote faster development cycles and increased productivity. As a result, the demand for engineers skilled in cloud technologies continues to grow across industries. Moreover, cloud computing has introduced new architectural models, such as microservices and serverless computing, that align well with modern development practices. These advancements enable engineers to focus more on coding and less on infrastructure, ultimately leading to better software solutions. This blog explores how cloud computing reshapes the software engineering field and highlights key opportunities available to professionals today. Streamlining Development Process…  ( 5 min )

How to Upgrade All NPM Packages in a Project using ncu If you're working on a Node.js or Next.js project and want to upgrade all your dependencies to their latest versions, here's a quick reminder guide using npm-check-updates (ncu). npm-check-updates Globally npm install -g npm-check-updates ncu This shows you which packages in your package.json are outdated. ncu -u This installs the updated versions into your node_modules. rm -rf node_modules package-lock.json npm install Useful if you want a clean dependency tree after upgrading.  ( 3 min )

Building Smarter, Not Harder In today's fast-moving digital economy, launching a marketplace quickly while ensuring long-term scalability is a major challenge for startups and entrepreneurs. At Beitroot, we specialize in MVP development, web app development, and marketplace platforms that empower founders to validate ideas rapidly without compromising future growth. In this blog post, we'll walk you through how we built an MVP for the N8tive marketplace using a hybrid architecture that blends Shopify's powerful e-commerce engine with a custom-built backend. Platform was envisioned as a modern, vendor-first marketplace that connects sellers and buyers in a seamless environment. The founders wanted the MVP to be launched quickly, support real-time operations, and offer full control over ve…  ( 5 min )

Artificial Intelligence is no longer a luxury; it's necessary for WordPress users who want to stay competitive. From automating repetitive tasks to delivering personalized user experiences, AI tools can transform your site's efficiency and engagement. Here's how to implement AI without coding, using today's top plugins. Why WordPress Needs AI in 2025 Instant Content Creation: In seconds, generate blog drafts, product descriptions, or meta tags. Smarter SEO: AI analyzes search trends and optimizes real-time content. 24/7 Customer Support: Chatbots handle FAQs while you focus on strategy. Proactive Security: Detect malware, brute-force attacks, or suspicious activity before it impacts your site. 3 Steps to Add AI to WordPress 1. Identify Your Needs Content bottlenecks? → AI writers (e.g., Ja…  ( 3 min )

Machine learning (ML) algorithms analyze data to uncover patterns and generate insights. Based on their training approach and objectives, they can be categorized into four main types: Supervised learning uses labeled data (input features + corresponding output labels) to train models. The algorithm learns to map inputs to outputs, making predictions on new, unseen data. It’s divided into three key tasks: Classification: Predicts discrete categories (e.g., spam detection). Regression: Predicts continuous values (e.g., house prices). Forecasting: Predicts future trends (e.g., weather forecasts). Example: Predicting stock prices or customer churn. Unsupervised learning works with unlabeled data, identifying hidden structures or patterns. Since there’s no "correct answer" provided during training, the algorithm explores similarities/differences autonomously. Common techniques include: Clustering: Groups similar data points (e.g., customer segmentation). Dimensionality Reduction: Simplifies data while preserving key features (e.g., PCA for visualization). Example: Market basket analysis or anomaly detection. A hybrid approach combining small amounts of labeled data with large unlabeled datasets. This is cost-effective when labeling data is expensive or time-consuming. Applications: Speech recognition, medical image analysis. RL trains an agent to make decisions via trial and error, using feedback from rewards/penalties. The agent learns optimal strategies by interacting with an environment. Use Cases: Game AI (e.g., AlphaGo), robotics, autonomous vehicles.  ( 3 min )

You’ve added startSession() and startTransaction() to your Mongoose code, only to be greeted with: Transaction numbers are only allowed on a replica set member or mongos If you’re running MongoDB in a standalone Docker container, transactions simply won’t fire — because MongoDB requires a replica set (even if it’s just one node) to support transactions. Let’s break this down from the ground up — no prior MongoDB knowledge assumed. A replica set is a group of MongoDB processes that maintain the same data set. One member is the primary, which receives all write operations. The others are secondaries that replicate (copy) data from the primary in real time. Primary: accepts reads (depending on your read preference) and all writes. Secondary: copies data from primary; can optionally serve re…  ( 6 min )

While most people market first and build later, I’ve been doing the opposite — slowly developing my ecosystem from scratch: A Firebase-powered portfolio Dynamic blog and media embedding systems Infinite scroll content modules Custom routing and modal systems Schema and SEO baked in early All of this under the Formant banner, a personal brand where I make games inspired by the animals in my life, with the long-term goal of funding an animal sanctuary. The code is clean(ish), the goals are real, and the foundation is taking shape. With a few grants already secured and projects shipping soon, it feels like the right time to start showing more of the process. Check it out here: https://www.formant.ca Feedback, support, or fellow indie devs always welcome.  ( 3 min )

The classic developer nightmare that birthed the DevOps movement # Your laptop $ npm test ✅ All tests passing $ npm start ✅ Server running perfectly # Production server $ npm start 💥 EVERYTHING IS ON FIRE 🔥 Sound familiar? Let's dive into why this happens and how to fix it. Your development environment is like a perfectly controlled lab. Production? That's the wild west. Development: { "node": "16.14.2", "os": "Windows 11", "memory": "16GB", "database": "local", "env_vars": "all_present", "mode": "debug" } Production: { "node": "18.12.1", // ⚠️ Version mismatch! "os": "Ubuntu 20.04", "memory": "2GB", // 😱 Resource constraint "database": "remote_with_limits", "env_vars": "missing_secrets", // 💀 Classic "mode": "production" } // Works locally const secret…  ( 4 min )

Zhicheng Zhang, Zhen Zhang, Zhenyu Sun, Shaoqi Zhan, and Guoxiong Wang, the guest editors of this special collection, present a brief survey of the field and highlight the most advanced work included within this compilation in their editorial. Radiofrequency catheter ablation creates recoverable myocardial tissue surrounding stable core lesions, with variability in the spatial distribution dictated by the means of energy delivery. Over 20 million yearly infections are a consequence of the RNA virus, Hepatitis E virus (HEV). The polyprotein encoded by the HEV ORF1 is essential for the genome's replication, yet the precise structural contributions of its diverse subdomains remain elusive. Analysis of our data reveals ORF1 as a multi-functional protein, resistant to proteolytic cleavage. Th…  ( 7 min )

Business Use Application/Relevance: This project shows how to create multi-path traffic directions for two different kubernetes deployments(nginx vs apache). In production workspaces this could be used to provision different paths for getting to different web applications hosted by a company. Challenges I Faced and How I Solved Them: Failed nginx & apache endpoints. This happened due to routing complexities. I had to do some debugging and documentation reading to figure this out. Project Steps: Creating Terraform Files For EKS Cluster and EBS attached volume: - I will navigate to GitHub.com and create a new repository: I will create a dev branch for testing before merging with my main branch: I will then clone the repository onto my local machine(I used GitHub desktop): I will t…  ( 7 min )

In today’s fast-evolving tech landscape, companies no longer ask if they should move to the cloud; they ask how. And increasingly, the answer isn't one cloud but a combination of many. Welcome to the era of Hybrid Cloud Architecture, a strategy that combines the best of both private and public cloud environments to deliver flexibility, scalability, and security, all while aligning with unique business requirements. But here’s the catch: many organizations still struggle to understand what “hybrid” truly means beyond marketing jargon. Let’s break it down and see why it's more than just a trendy phrase, it’s a blueprint for the modern enterprise. So, What Is Hybrid Cloud? Unlike a purely public or private model, hybrid architecture gives you: Control over sensitive data On-demand scalability…  ( 4 min )

A post by Shlok Talepa  ( 2 min )

A complete, production-ready fullstack authentication setup using Next.js frontend and ASP.NET Core backend, with secure session cookies, OTP login via SMS, reCAPTCHA validation, and multi-device setup over local or public networks. This guide walks through setting up a secure user authentication system in a microservices-like architecture with a React-based frontend (Next.js) and a .NET Core backend (ASP.NET Core). It features: In modern web development, creating a robust authentication system that works seamlessly across separate frontend and backend services can be challenging. In this article, I'll walk through how to implement a secure authentication flow using ASP.NET Core for the backend API and Next.js for the frontend, with special attention to cookie-based authentication across d…  ( 4 min )

I've been dying to find a reliable lightweight local model to pair with my agent Goose so I can run everything locally and keep my work private. Every time a new local model drops, I think "is this it? are we finally here?" and each time, I'm disappointed. Today was no different 😔 Ollama's announcement of devstral stopped me in my tracks. They specifically touted that the Minstral AI model was "designed to excel at agentic coding tasks". When testing models for agentic capabilities, I run through a sequence of prompts. Here's how devstral performed. Note that I lowered the temperature of devstral to 0.2, which is better for exact tasks like tool calls. However, at its default temperature, the results were comparable. Create a file at ~/workspace/loose-goose/tool-test.txt with the content…  ( 6 min )

Are you new to JavaScript and wondering what Object-Oriented Programming (OOP) is all about? 🤔 This beginner-friendly video will help you understand the fundamentals of OOP and how they apply to JavaScript in a practical, real-world way. 📌 What You’ll Learn ✅ What is OOP and why it's important ✅ Core OOP concepts: Classes Objects Methods Properties ✅ How OOP helps you write clean, modular, and maintainable code ✅ Simple code examples using modern JavaScript (ES6+ syntax) ✅ A mini real-world example to reinforce your understanding Even though JavaScript started as a prototype-based language, modern JS (ES6+) supports class-based syntax that makes learning and applying OOP concepts easier than ever. If you're planning to work with frameworks like React, Angular, or Node.js, having a good grasp of OOP is essential. This video is perfect for: Beginners learning JavaScript Developers transitioning from procedural to object-oriented thinking Anyone who wants to clean up their code structure 🎥 Intro to OOP in JavaScript (YouTube) Got questions? Drop them in the comments under the video. Like, share, and subscribe if you found this helpful! YouTube Channel LinkedIn Dev.to JavaScript #OOP #LearnToCode #WebDevelopment #JavaScriptForBeginners #Coding  ( 3 min )

Many developers rely heavily on libraries to manipulate and generate PDFs—especially in web and server environments. But the open source landscape for PDF handling is fragmented. Each library serves a slightly different purpose, with varying degrees of browser or Node.js support, form capabilities, and flexibility. In this article, we compare the most relevant libraries in 2025 and highlight which use cases they best serve. Before we dive into individual libraries, here’s a quick side-by-side look at how the top JavaScript PDF tools compare in terms of use case, support, and developer experience. Library Primary Use Case Runs In Form Support Rendering PDF Generation Maintenance (2025) Ease of Use pdf-lib PDF creation and manipulation (Node + browser) Node.js & Browser Basic AcroForm…  ( 6 min )

You’ve just shipped a "minor" hotfix. Two hours later, your Slack blows up: 🔴 “Login screen crashes on Pixel 6!” 🔴 “TestFlight build rejected—invalid provisioning profile!” 🔴 “Why is the app 200MB?!” Cue the cold sweat. Mobile development without CI/CD isn’t just chaos—it’s a time-travel horror story where past mistakes haunt you daily. Let’s break the cycle. The Mobile Dev’s Curse (And How CI/CD Breaks It) Building mobile apps is like assembling IKEA furniture in a hurricane: Fragmentation Fury: 10,000+ Android devices, 5 iOS versions, and a QA team with a vendetta. App Store Roulette: Waiting 24hrs for TestFlight approval just to find a typo. Signing Certificate Voodoo: “Why does this $@#% build work on Tim’s Mac but not mine?” Without CI/CD, you’re not a developer…  ( 4 min )

When you're building a change data capture (CDC) pipeline with PostgreSQL, one of the first decisions you'll make is which output plugin to use. These plugins determine how your database changes get formatted and delivered—whether you're replicating to another Postgres instance, streaming to Kafka, or delivering changes to a webhook. But what exactly are these plugins, and how do they differ in practice? Let's dive in with a concrete example and explore your options. To understand how different output plugins work, let's start with a simple scenario. We'll set up logical replication, make a change, and see how different plugins format that change. First, you need to enable logical replication in PostgreSQL. You can read the Sequin docs to get specific instructions for Postgres providers li…  ( 7 min )

Hey fellow network admins! 👋 So I've got this habit of keeping my MikroTik router updated to the latest firmware version. Usually, it's smooth sailing - upgrade, reboot, everything works perfectly. But recently, I hit a weird snag that had me scratching my head for a while. I just upgraded my MikroTik from version 7.18.2 to 7.19, expecting the usual seamless experience. Instead, my users suddenly couldn't browse the internet. Not exactly what you want to hear on a Monday morning! 😅 Time to fire up WinBox and see what's going on. After connecting to my router, I started digging through the logs and found this lovely error message repeating over and over: DoH server connection error: SSL: ssl: no trusted CA certificate found (6) Well, that's not good. DNS over HTTPS was basically throwin…  ( 5 min )

Introduction Basic Unix permissions (rwx) work well for many scenarios—but they can fall short when we need fine‑grained access control. Access Control Lists (ACLs) extend the traditional model, allowing you to grant specific permissions to additional users or groups without altering the file’s primary ownership. ACL management is a core skill assessed in the Red Hat Certified System Administrator (RHCSA) exam and is vital for real‑world multi‑tenant environments. 📌 This guide focuses on the exact depth of ACL knowledge required for RHCSA, with practical demonstrations you can reproduce in a lab. What Are ACLs and Why Use Them? Viewing Current ACLs with getfacl Granting Permissions with setfacl -m Default ACLs for Directories Removing ACL Entries Best Practices and Exam Tips Real-Worl…  ( 5 min )

Claude 4 finally released! I just witnessed something that made my 25+ years of coding experience feel ancient. Anthropic dropped Claude 4 Opus and Sonnet at their first-ever developer conference, achieving a 72.5% SWE-bench score — not just beating the competition, but obliterating them. Quick SWE-bench explainer: It's the gold standard for testing AI coding ability. Real GitHub issues from popular Python repos, where AI must understand the codebase, write fixes, and pass actual tests. Think debugging in the wild, not toy problems. Remember when we used to manually debug for hours? Those days are officially dead. BENCHMARK DESTRUCTION: 🎯 Claude 4 Opus: 72.5% SWE-bench 🎯 Claude 4 Sonnet: 72.7% SWE-bench (yes, Sonnet beat Opus!) 😬 GPT-4.1: 54.6% (ouch) 😬 DeepSeek R1: 49.2% (double ou…  ( 7 min )

Hi Everyone I am happy 😊 to be in this community and hope to learn more in it everyone  ( 2 min )

💡 Getting started with AI-assisted development — without skipping the fundamentals. Whether you're brand new to coding or coming back after a break, it's tempting to lean on AI tools like ChatGPT, Windsurf, or Cursor to fill in the gaps. But here's the truth: AI can help — but it can't do the learning for you. This post breaks down: What AI tools are actually good at when you're learning Where they fall flat (and why it's not their fault) How to use AI without losing grip on the fundamentals Why "knowing what to ask" is just as important as knowing how to code ⚠️ If you're just starting out, this is the real-world reality check you didn’t know you needed. 👉 Full series available here: AI for New Developers – Part 1 on The Captain Dumbass Forum This is Part 1 of a 5-part guide on how beginners can leverage AI tools without falling into the trap of skipping the hard stuff. Posts drop every Monday, Wednesday, and Friday. Originally published at forum.thecaptaindumbass.com.  ( 3 min )

In-Depth Look at JavaScript's Internal Slot Mechanics Introduction JavaScript, as one of the most ubiquitous programming languages, primarily serves as the backbone of web applications. Though much attention is paid to the language's syntax and semantics, fewer discussions delve into the subtleties that power the JavaScript engine and its internal mechanics. Among these intricacies are the concepts of internal slots, a cornerstone of how JavaScript manages data structures, privacy, and encapsulation. This article endeavors to furnish a detailed exploration of internal slots, their historical context, practical applications, performance implications, and advanced debugging techniques. The term "internal slots" originates from the ECMAScript specification, specifically as a mean…  ( 6 min )

Game developers who are not artists, how do you manage? SamuraiX[13~] ・ May 22 #gamedev #design #discuss  ( 2 min )

Localhost Ports Hoarding I'm perpetually drowning in open tabs. Yes, I do need Bluesky, ChatGPT, Claude, Goose, Cursor, Discord, Slack, Netflix, and Google Docs all open at the same time. I've learned that tab management isn't my only vice. "Hi, my name is Rizel, and I'm a localhost ports hoarder. 👋🏿" It always starts innocently with me running one project that uses localhost:3000. Then a teammate pings me to review their PR. Their project also runs on localhost:3000. Fortunately, modern frameworks are smart enough to automatically bump to ports 3001 or 3002. Before I know it, 3003, 3004, and 3005 are running too, and my laptop sounds like it’s about to take off as it crawls under the weight of too many processes. Typically, freeing up ports involves running the following commands: # S…  ( 4 min )

Tools and Demo Based on Existing .NET JSON Schema Components While there are variety of JSON schema tools since the introduction of JSON schema, this project is focused on the following: Existing .NET (Framework) components that can generate JSON schema from POCO classes or generate POCO classes from JSON Schema. Introduce locally run tools. Develop CLI tools for transforming POCO to JSON schema. Compare with different components of generating JSON schema. If a .NET developer who prefer code first approach, you would often create POCO classes first for various purposes, and generate meta data like XML schema, JSON schema, database schema, WSDL and Swagger/OpenAPI definition. The goal of these project is to find the "best" .NET component that can generate JSON schema from a complex POCO c…  ( 8 min )

The world of cryptocurrency is still very much like the Wild West, not just in terms of price volatility but also regarding security. Holding digital assets is still very risky, from forgetting your private keys to hacks that steal billions of dollars. This is why the question “What is a multisig wallet?” is one that is very relevant and important, and often searched for online. Consider that in 2022 alone, hackers managed to steal over $3.8 billion in crypto. Most of this was done by defeating wallet or protocol security measures. This is where multisig wallets or multisignature wallets come in. These wallets are like shared vaults and offer better security by requiring multiple approvals for every transaction. In this article, I’ll take a look at what a multisig wallet is, how they wor…  ( 9 min )

Tailwind CSS 2025: The Future of Utility-First Styling is Here Tailwind CSS has once again set the standard in front-end development. With the 2025 update, developers gain access to smarter features, improved JIT compilation, native container queries, and semantic design token support — all geared toward faster, more maintainable styling. 👉 Full breakdown on DevTechInsights: Tailwind CSS 2025: What’s New and How to Use It Efficiently 📰 Medium version of this article: Read on Medium Tailwind 2025 introduces: 🔁 Smart Variant Inference – Cleaner responsive class management 🎨 Semantic Tokens – Streamlined theming for scalable design systems 🧩 Component API (Beta) – DRY utility-first development Tailwind’s JIT mode is now the default and outperforms legacy builds in every key area: Feature JIT Engine Traditional Build Build Speed < 1s Several seconds Dev Server Start Fast Slower Final Bundle Size Smaller Larger Unused Styles None Common // tailwind.config.js module.exports = { content: ['./src/**/*.{html,js}'], theme: { extend: {}, }, plugins: [], } @apply: .btn-primary { @apply px-4 py-2 bg-blue-500 text-white rounded-lg hover:bg-blue-600; } // tailwind.config.js theme: { colors: { brand: { light: '#3AB0FF', DEFAULT: '#0081CF', dark: '#005B99' } } } Tailwind Play Headless UI Heroicons PostCSS + PurgeCSS Guide Q1: Is Tailwind still worth using in 2025? ✅ Yes. With new features, Tailwind is faster and cleaner than ever. Q2: What’s the biggest performance gain in 2025? 🚀 The JIT engine, drastically improving dev experience and reducing bundle sizes. Q3: Can you use Tailwind with frameworks like React/Vue? ✅ Absolutely. Tailwind integrates seamlessly with modern frameworks. 👉 Read Full Blog Post on DevTechInsights 👉 Read This on Medium 👉 Tailwind CSS Official Docs 👉 Heroicons (Free SVG Icons)  ( 4 min )

A post by Malaclypse  ( 2 min )

Introduction After years of development, Tailwind CSS v4.0 has finally landed, and it's a complete game-changer. Having worked with Tailwind since its early days, I can confidently say this is the most significant update we've seen. The performance improvements alone are worth the upgrade, but there's so much more. In this comprehensive guide, I'll walk you through everything you need to know about migrating from v3 to v4, including the challenges I encountered, solutions to common problems, and my honest thoughts on what this means for your development workflow. Before diving into the migration process, let me share why this upgrade is worth your time. After testing v4.0 on several production projects, the benefits are undeniable: The numbers speak for themselves. In my testing, I saw: …  ( 8 min )

The days when adding dynamism to a web page was limited to a few lines of jQuery are long gone. Modern web applications are complex ecosystems, interconnected with APIs, databases, and external services. This inherent complexity brings with it a constant and often underestimated challenge: error handling. In my years of experience, I’ve seen how poor error handling can crush the user experience (UX), hinder the traceability of problems, and not less important, affect the developer experience (DX). What happens when your application can't get data from the server? The possibilities are endless: an internal server error (5xx)? An authorization problem (4xx)? Perhaps your application expected a nested object like foo.bar, but bar never arrived in the response? Or a user encountered an unexpec…  ( 16 min )

Just a decade ago, web development was straightforward: all rendering was done server-side, meaning each click on a hyperlink loaded a new page with fully-rendered HTML. This thin client setup allowed browsers to seamlessly handle navigation and made the system ideally suited for search engine indexing. As the internet evolved, so did user expectations. Websites were no longer just static pages of information, but needed to be interactive with features such as real-time updates and dynamic content. This demand led to the creation of Single Page Applications (SPA), where the backend transformed into an API serving data, and the frontend handled rendering and interactions. In mid-2000s Gmail revolutionized web development by becoming the first true SPA project. Its seamless user experience i…  ( 6 min )

Android XR: Google’s Smart Glasses Powered by Gemini AI Google introduced Android XR to bring Gemini AI into smart glasses and headsets for hands-free, real-time assistance. bitdegree.org  ( 3 min )

We’re looking for Summer Interns who can help developers understand and succeed with WebAssembly tools - and help bring about the next wave of cloud computing! You’ll collaborate with our Product, Engineering, and Sales teams, work with Fermyon’s products and CNCF-backed open source technologies like Spin. This is a great opportunity for someone who enjoys building, learning, and communicating—whether you're experimenting with the local developer experience, documenting a customer use case, or creating a sample that highlights a core platform feature. Fermyon is committed to a culture of belonging, inclusivity, and respect. We believe that different perspectives—shaped by life experiences, education, talent, and interests—are essential for creating thriving teams. We welcome the unique contributions you bring in terms of your culture, ethnicity, race, sex, gender identity and expression, nation of origin, age, spoken languages, veteran status, color, religion, disability, sexual orientation, education, opinions, political preferences, and overall beliefs. If you’re someone who values people and embraces differences, Fermyon is the place for you! Learn more about these internships at https://www.fermyon.com/jobs/index  ( 3 min )

Claude Sonnet and Opus 4 (Executive Summary) Frank Fiegel ・ May 22 #ai #programming #webdev #machinelearning  ( 3 min )

Rethinking Email Strategy Like a Chess Game: What Developers and Tech Professionals Can Learn from TDZ Pro Matt Johnson ・ May 22 #productivity #communication #email #strategy  ( 2 min )

Rethinking Email Strategy Like a Chess Game: What Developers and Tech Professionals Can Learn from TDZ Pro Matt Johnson ・ May 22 #productivity #communication #email #strategy  ( 2 min )

Explica este código TypeScript Dificultad: Básico interface Book { author?: string; pages: number; }; const missing: Book = { pages: 80 }; console.log(missing) A. {author: undefined, pages: 80} B. {author: null, pages: 80} C. {pages: 80} D. TypeError Respuesta ✅ C. {pages: 80} La interfaces en TypeScript tienen la característica de poder establecer propiedades opcionales, esto se logra con la sintaxis de ?. Toda propiedad de una interfaz que sea establecida con el símbolo ? como por ejemplo author en Book será opcional: interface Book { author?: string; pages: number; }; De este manera al tener el objeto literal missing de tipo Book solo con la propiedad pages establecida no tendremos un error, author es opcional en todos los objetos que sean de tipo Book.  ( 5 min )

🔍 Introduction: Why You Need This Ever looked at your Git history and seen a mess of “WIP”, “fix typo”, and “oops” commits? You’re not alone. Most developers use git merge and live with cluttered histories. But top engineers at FAANG companies rely on git rebase -i (interactive rebase) to keep their commit logs clean, logical, and professional. In this guide, you’ll get: Interactive rebase lets you rewrite, reorder, or combine commits before sharing them. Here’s how to use it: git rebase -i HEAD~3 # Edit the last 3 commits Problem: You have 5 messy commits: # Commit list - Add login button (WIP) - Fix typo - Refactor auth logic - Fix lint error - Update README git rebase -i HEAD~5 An editor window will open showing the following. Squash “Fix typo” and “Fix lint error” into “Refactor auth logic.” Reword “Add login button (WIP)” to “Implement login button.” Drop unnecessary commits. For the next window, enter the reworded commit “Implement login button” and hit save. Result: A clean, logical history. # Commit list - Refactor auth logic - Implement login button - Update README --autosquash Manually marking commits for fixup is tedious. Instead, use --autosquash to automate it: 1. Mark commits as fixes: git commit --fixup=COMMIT_HASH 2. Run rebase with --autosquash: git rebase --autosquash HEAD~N # Accidentally left a small change from committing? Fix it: git add . git commit --fixup=abcd123 # commitSHA of the original commit git rebase --autosquash abcd123 # No manual editing! Why FAANG engineers love this: Saves hours of manual rebasing. Keeps history clean without effort. ⚠️ Golden Rule: Never rebase pushed commits (unless you’re alone on the branch). Already pushed an incorrect rebase to repo. No worries, use this. git reflog # Find the commitSHA for pre-state git reset --hard commitSHA [alias] ri = rebase -i ras = rebase -i --autosquash Up Next in the Series: Day 2: git cherry-pick—The Surgical Way to Move Commits.  ( 4 min )

Em sistemas que precisam processar grandes volumes de dados em segundo plano, como rotinas de faturamento, é comum cair na armadilha de criar processos temporários ou rodar scripts manuais. E foi exatamente isso que decidimos evitar. Neste artigo, compartilho como o Oban nos ajudou a estruturar um sistema de jobs resilientes e escaláveis, e como isso se tornou parte fundamental do nosso processo de geração de billing na Nextcode. Nosso cenário envolvia: Processar milhares de logs de consumo diariamente; Buscar logs de aplicações e base de dados distintas; Aplicar regras específicas por cliente e tipo de serviço; Agregar e gerar logs; Garantir reprocessamento seguro em caso de falhas; Escalar horizontalmente sem perder rastreabilidade; Agregar dados em bases otimizadas para consulta; Rodar …  ( 5 min )

I’m a frontend developer who has worked with Angular and React for the past few years. Both frameworks have taught me a lot, but React in particular has dominated my recent experience. It’s popular, flexible, and powerful — no doubt about that. But despite its upsides, working with React in real-world production apps slowly pushed me to a breaking point. React often felt… messy. Even though React gives you freedom, that same freedom can become a burden, especially as your project grows. Every team ends up inventing their own structure, folder naming conventions, and state management preferences, and you’re left stitching everything together with dozens of third-party libraries. It’s like building a city with Lego bricks… from a thousand different boxes. The biggest pain points for me were:…  ( 5 min )

Welcome to the final day of our GitHub crash course! Today’s topic is a favorite among devs and job recruiters alike — Open Source Contributions. Yes, it sounds intimidating. But trust me — you don’t need to be a 10x developer or a command-line wizard to contribute meaningfully. Let’s break it down! Learn by doing – Hands-on experience beats theory any day. Build your portfolio – Real-world code > tutorial projects. Grow your network – Meet collaborators, mentors, and friends. Give back to the community – Many of the tools you use daily are open source! Good First Issue – Curated list of beginner-friendly issues Up-for-Grabs First Contributions Repo Explore trending repos on GitHub – Look under the “issues” tab for low-hanging fruit. You don’t need to refactor the entire codebase. Open source thrives on small, meaningful contributions. Examples: Fixing typos in documentation Improving README files Updating dependencies Fixing bugs Adding tests Suggesting features Reviewing other people’s PRs Fork the repo 🍴 Clone it locally git clone https://github.com/your-username/project-name.git Create a new branch git checkout -b fix-typo Make your changes & commit git add . git commit -m "Fix typo in README" Push to your fork git push origin fix-typo Open a Pull Request (PR) Explain what you did clearly. Be polite and open to feedback! Read the Contributing.md file if available. Follow code style guidelines of the project. Engage positively in issue discussions. Be patient — maintainers are often volunteers! Every October, GitHub and DigitalOcean host Hacktoberfest, where contributing to open source earns you swag, stickers, and GitHub street cred. Perfect for beginners! You just finished a 5-day journey covering: What is GitHub Setting up GitHub & Git Branching and Collaboration GitHub Actions for Automation Open Source Contributions Whether you're building solo or contributing globally, GitHub is your dev playground.  ( 4 min )

Clean code isn't always fast code. While abstractions like LINQ, interfaces, or dependency injection make our code cleaner and more maintainable, they can introduce runtime overhead. And in performance-critical paths, those costs add up quickly. In this article, we'll walk through how common .NET abstractions can degrade performance, explore when to use them with care, and share techniques to avoid unnecessary overhead. LINQ is incredibly expressive, but it's not always the most efficient — especially in tight loops or "hot paths." var filtered = data.Where(x => x.IsActive).ToList(); ` While flexible, LINQ's deferred execution model can lead to hidden costs. The .ToList() call here forces immediate materialisation, introducing new allocations for the list and potentially temporary iterat…  ( 5 min )

Why We Chose Shopaccino as Our eCommerce Engine We evaluated several platforms (Shopify Plus, WooCommerce with B2B plugins, and Magento), but chose Shopaccino for three primary reasons: Built-in B2B features like bulk pricing, GST management, and dealer-specific login. Flexible category-level control and filtering that suited our product structure. Localized support with experience in Indian commerce logistics. The platform gave us the ability to scale from a small inventory to several thousand SKUs with product combinations across sizes, fabrics, and colors—without major dev overhead. One of the trickiest parts of building the site was how to organize products by cut, fabric, and seasonal style. Our catalog isn’t just big—it’s complex. For instance, our Bottomwear collection includes ev…  ( 4 min )

Anthropic released Claude Opus 4 and Sonnet 4 today, claiming the #1 spot for coding performance. There are going to be a lot of articles floating around with exaggerations and marketing talk, but here is an executive summary of everything you need to know. Claude Opus 4: SWE-bench: 72.5% (world's best) Terminal-bench: 43.2% Sustained performance for hours on complex tasks $15/$75 per million tokens Claude Sonnet 4: SWE-bench: 72.7% (matches Opus 4) 3x faster than Opus 4 for most tasks $3/$15 per million tokens Two key slides from the announcement: Hybrid Architecture: Instant responses + extended thinking mode (up to 64K tokens) Extended Thinking with Tools: Can use web search, code execution during reasoning Parallel Tool Execution: Multiple tools simultaneously Memory Files: Creates persistent memory when given file access 65% Reduction: Less shortcut/loopholes behavior vs Sonnet 3.7 GitHub: Integrating Sonnet 4 into GitHub Copilot Cursor: "State-of-the-art for coding" Rakuten: Validated 7-hour autonomous refactor Sourcegraph: "Substantial leap in software development" 4 new capabilities: Code execution tool MCP connector Files API Prompt caching (1 hour) VS Code and JetBrains extensions (beta) GitHub Actions integration (demo) Claude Code SDK for custom agents GitHub PR integration via /install-github-app Access Already available via Anthropic API. If you want to skip the new model restrictions, you can try it via Glama Gateway and OpenRouter. Claude 4 models lead coding benchmarks and offer sustained performance for complex agent workflows. Opus 4 for maximum capability, Sonnet 4 for speed/cost balance. Both already available to test. Source: Official Announcement Will update this article to add interesting insights and facts as the day progresses.  ( 3 min )

When you use a smart AI assistant or agent—whether it’s helping write code, answer questions, or run a workflow—there’s a lot going on behind the scenes. One key challenge is how to talk to the language model clearly and consistently. That’s where Model Context Protocol (MCP) comes in. Model Context Protocol (MCP) is a simple but powerful idea: it’s a standard way for an AI agent to organize and format the prompt it sends to a language model. You can think of it like a checklist or recipe. Instead of throwing together bits of context in random ways, MCP tells the agent what information to include, in what order, and how to label it. Language models are smart, but they’re also sensitive to how you talk to them. If your prompt is messy, missing key details, or mixes things up, the model migh…  ( 4 min )

Install Docker in ubuntu: sudo apt update sudo apt install apt-transport-https ca-certificates curl software-properties-common curl -fsSL https://download.docker.com/linux/ubuntu/gpg | sudo gpg --dearmor -o /usr/share/keyrings/docker-archive-keyring.gpg echo "deb [arch=$(dpkg --print-architecture) signed-by=/usr/share/keyrings/docker-archive-keyring.gpg] https://download.docker.com/linux/ubuntu $(lsb_release -cs) stable" | sudo tee /etc/apt/sources.list.d/docker.list > /dev/null sudo apt update sudo apt install docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin -y docker --version sudo usermod -aG docker $USER newgrp docker docker -v git clone -b main https://github.com/SigNoz/signoz.git && cd signoz/deploy/ ./install.sh docker ps Then open: http://:8080  ( 3 min )

Introduction In modern software development, APIs and distributed systems must handle failures gracefully. Network issues, timeouts, and client retries can lead to duplicate requests, causing unintended side effects like double charges, duplicate orders, or inconsistent data. Idempotency solves this problem by ensuring that performing the same operation multiple times has the same effect as executing it once. This article explores idempotency, its importance, real-world examples, and best practices for implementation. What is Idempotency? An operation is idempotent if repeating it does not change the result beyond the initial execution. Key Characteristics Same Request → Same Effect: Multiple identical requests produce the same outcome as a single request. Safe Retries: Cli…  ( 4 min )

I've been working on a karaoke game idea in Python for a bit now and I stumbled upon a small problem: The scoring system. As of now, I am able to generate an isolated vocal track and also generate the pitches for this track. So the next step, naturally, would be to figure out how to get the pitches from a live audio input stream. But given the live audio stream, I would have to be able to compare these pitches live and return that result to the user in some sort of scoring system. Furthermore, the library that is used for determining the pitches in the audio takes a bit of time (using CREPE). It is fine for processing to take a long time when generating a reference track but in practice, there needs to be a faster way. Well, for now I will tinker with PyAudio for a bit and see what I can do.  ( 3 min )

https://radanskoric.com/articles/coding-agent-in-ruby need to manually load gem files in terminal gem install dotenv when running ruby (not rails) files  ( 2 min )

Hi there! I'm Maneshwar. Right now, I’m building LiveAPI, a first of its kind tool for helping you automatically index API endpoints across all your repositories. LiveAPI helps you discover, understand, and use APIs in large tech infrastructures with ease. Admiral Hyman G. Rickover, the force behind the U.S. Navy’s nuclear propulsion program, wasn’t your average military man. He was relentless, technical, and brutally honest. While his work focused on nuclear submarines, his principles hold up frighteningly well in the world of software engineering, startups, and tech leadership. Let’s break down Rickover’s core ideas—and how they translate into building resilient, scalable, and high-quality software. Technical Competence “If you’re going to be in charge, be in charge.” Rickover demand…  ( 5 min )

Cloud data lakes help centralize massive volumes of structured and unstructured data. They support scalability, simplify data integration, and reduce storage costs. However, adopting a cloud data lake is not without its challenges. Without the right planning and oversight, it can become more of a liability than a strategic asset. Below are five key challenges organizations often face when working with cloud data lakes. Based on my experience at Bacancy, I have described each of the 5 challenges in detail that talk about what businesses may find tough to manage, when using a cloud data lake. One of the biggest risks with a cloud data lake is the gradual decline in data quality. When teams push raw data from multiple sources without a defined structure, the result is often a chaotic and unre…  ( 5 min )

10 Ways to Reduce PDF File Size for Email Attachments Email attachment size limits can be frustrating when you need to share important PDF documents. Many email services restrict attachments to 10-25MB, which is easy to exceed with modern PDFs containing high-resolution images or complex formatting. Fortunately, there are numerous effective techniques to reduce PDF file size without significantly compromising quality or content. In this guide, we'll explore ten practical methods to shrink your PDFs for hassle-free email sharing, ranging from simple online tools to more advanced techniques for those needing maximum control. Before diving into solutions, it's worth understanding the common email attachment limits you might encounter: Email Service Attachment Size Limit Gmail 25MB …  ( 9 min )

Welcome back to The Tiny Cat Guide to AI! In our journey so far, we've explored Prompt Engineering – Directing the AI Ballet and peeked inside Generative AI – What's Inside the Magic Box of Cats?. Now, let's tackle a common challenge: how do we get AI to give answers that are not just smart, but also deeply informed by specific, relevant documents it wasn't originally trained on? The answer often lies in a powerful technique called Retrieval Augmented Generation (RAG)! 💡 To illustrate how RAG works, I've summoned our feline friends once more – this time as diligent tiny librarians: So, what's RAG all about, as told by our tiny cat librarians? Imagine your AI has access to a giant library filled with specific knowledge (like all the world's tiny cat facts!). When you ask a question (sa…  ( 5 min )

In the first post of this series, I've imported a sample dataset, and I'll show how adding a few indexes can open performance to new use cases. Before looking at regular indexes for OLTP, I'll show that it is easy to create one Search Index for on demand reporting queries. For analytic reporting, the best is to create an Atlas Search index that is maintained asynchronously, isolated from the operational workload, for near-real-time queries. I describe the columns I want to index: db.youstats.createSearchIndex( "SearchYoustats", { mappings: { dynamic: false, fields: { type: { type: "token" }, duration: { type: "number" }, commentsNumber: { type: "number" }, publishedDate: { type: "token" }, category: { type: "token"…  ( 4 min )

Table of Contents Introduction to FastAPI Project Setup Folder Structure (Production Grade) Basic FastAPI Application Path Parameters, Query Parameters, and Request Bodies Pydantic Models for Data Validation CRUD with SQL Databases (MySQL/MariaDB) Dependency Injection Exception Handling Standardized Response Structure Authentication & Authorization Testing FastAPI Applications Running in Production Documentation & OpenAPI Conclusion FastAPI is a modern, high-performance, Python web framework for building APIs with: Type hints Automatic validation Auto-generated Swagger UI ASGI (async support) pip install fastapi uvicorn pip install sqlalchemy pymysql alembic app/ ├── api/ │ ├── routes/ │ │ └── user.py │ └── dependencies.py ├── core/ │ ├── config.py │ └── security.py ├── db…  ( 5 min )

Rethinking Email Strategy Like a Chess Game: What Developers and Tech Professionals Can Learn from TDZ Pro Matt Johnson ・ May 22 #productivity #communication #email #strategy  ( 3 min )

When you’re building a full-stack app with a separate frontend and a Flask backend, the browser’s Same-Origin Policy will block your API calls unless you explicitly allow them. Cross-Origin Resource Sharing (CORS) is the protocol that lets you opt-in. In this guide we will cover two common ways to get it done in Flask. Flask lets you set response headers directly, so you can choose which endpoints get which CORS rules. If your frontend lives at https://myapp.com, you can allow it like this: from flask import Flask, request, jsonify, make_response app = Flask(__name__) @app.route("/api/hello") def hello(): resp = make_response(jsonify({"msg": "hi"})) # allow just one origin resp.headers["Access-Control-Allow-Origin"] = "https://myapp.com" return resp Whenever the browser …  ( 4 min )

Written by Kealan Parr✏️ This article explores how to pass functions and structured objects as parameters in TypeScript. It highlights use cases, syntax differences, and practical scenarios where each may be preferred, especially when working with function types, inheritance, excess property checks, and optional fields. In JavaScript, functions are considered first-class citizens, which means they can be handled like any other type of variable, including numbers, strings, and arrays. This allows functions to be passed into other functions, returned from functions, and assigned to variables for later use. This feature is heavily used in asynchronous code, where functions are often passed into asynchronous functions, often referred to as callbacks. But this can be tricky to use with TypeS…  ( 14 min )

🧠 Introduction Classical algorithms are already incredibly effective at solving many optimization problems, especially when the number of variables is in the low thousands. However, when scaling up to problems involving tens or hundreds of thousands of binary variables, classical solvers begin to falter due to the combinatorial explosion in the search space. Quantum computing offers a compelling alternative, not by brute force, but by exploring exponentially large solution spaces in parallel using quantum superposition and entanglement. One popular quantum algorithm for such problems is the Quantum Approximate Optimization Algorithm (QAOA) [3], a textbook example of a variational quantum algorithm (VQA). However, QAOA requires one qubit per binary variable, which becomes prohibitively r…  ( 8 min )

Hello Team. I need know if exists an API in JavaScript that can distinguish picture or alive person in webcam. Kind regards.  ( 2 min )

What Exactly Is Linux From Scratch 🤔? Ever wondered what truly lies beneath the polished surface of your Linux distribution? Beyond the package managers and desktop environments, a complex symphony of software works in harmony to bring your operating system to life. For those brave souls eager to conduct this orchestra themselves, there’s a legendary tome: Linux From Scratch (LFS). This isn’t just a book; it’s a journey into the very heart of Linux—a challenging yet immensely rewarding endeavor to build your own custom Linux system, piece by piece, directly from its source code. Linux From Scratch is, at its core, an educational project that provides highly detailed, step-by-step instructions for building a complete, functional Linux system from the ground up. Authored by Gerard Beekman…  ( 6 min )

Today was all about strengthening my foundations in JavaScript. 💪✨ ✅ Completed Overview of Arrays 💡 Key Takeaways: With these three topics, I feel more confident building interactive and smart web apps! 🚀 Can’t wait to start solving real-world problems using these tools! 🔥 100DaysOfCode #JavaScript #LearnToCode #WebDevelopment #CodeNewbie #CodingLife #FrontendDev #Loops #ConditionalStatements #Arrays #JavaScriptLearning #Day8 #JSBasics #CodingJourney  ( 3 min )

If you’ve ever delayed pushing to production because “it’s just too much right now,” you’re not alone. For small teams - especially startups and indie developers, deployment often becomes the most dreaded part of the workflow. Not because it’s hard, but because it’s messy, time-consuming, and filled with “extra stuff” like YAML files, CI/CD config, and infrastructure setup that feels disconnected from actual product building. So what if there was a simpler way? What if deploying your app was as easy as pushing code - and that was it? When you’re a 3-person team juggling product, support, design, and roadmap decisions, no one wants to spend hours setting up Kubernetes manifests or debugging a Jenkins pipeline. Here are common challenges: Lack of DevOps experience: You know how to build your…  ( 4 min )

As web developers, we strive to create experiences that work for everyone. The central problem? Focus containment. Before diving into the technical aspects, let's take a look why this matters: Accessibility: Many users with motor disabilities rely entirely on keyboards Power users: Keyboard shortcuts enable efficient navigation for all users Screen reader users: Rely on consistent focus management to understand page context A broken focus experience isn't just an inconvenience - it can render a website completely unusable for a significant portion of your audience. To be fair, defining a common expaction for keyboard navigation is tricky. But many users expect web content to behave as predictably as the browser UI itself. Think about it when you hit Tab while in the URL bar, you know exac…  ( 8 min )

📌 What is OFFSET? The OFFSET clause in PostgreSQL is used to skip a specific number of rows before starting to return rows from a query. It’s often used along with the LIMIT clause to implement pagination — a technique to fetch a small chunk of data at a time. 🔧 Syntax SELECT column1, column2 FROM table_name OFFSET number_of_rows_to_skip; Usually, it's paired with LIMIT like this: SELECT column1, column2 FROM table_name LIMIT page_size OFFSET number_of_rows_to_skip; 📊 Real-World Example Let’s say you have a table called students: id name grade 1 Alice A 2 Bob B 3 Charlie C 4 Diana B 5 Edward A Example 1: Simple OFFSET SELECT * FROM students OFFSET 2; Output: id name grade 3 Charlie C 4 Diana B 5 Edward A This query skips the first 2 rows and returns the rest. Example 2: LIMIT with OFFSET (Pagination) Let’s say you want to show 2 students per page: -- Page 1 -- Page 2 -- Page 3 This way, you only load a few rows at a time, which is better for performance and user experience. 🛠 When to Use OFFSET To implement pagination in web applications. To load large datasets incrementally. To skip over records during testing or debugging. ⚠️ Caveats Performance: Using large OFFSET values can slow down performance because PostgreSQL still scans through skipped rows internally. Duplicate or Missing Records: If the data changes between paginated queries (like inserts or deletes), you might get duplicates or miss some records. ✅ Pro Tip: For large datasets, consider using keyset pagination (e.g., with WHERE id > last_seen_id) for better performance. 📚 Summary OFFSET Skips N rows before fetching LIMIT Restricts number of rows returned Together, they form the backbone of pagination in SQL queries.  ( 3 min )

A post by Fariz Lifvand  ( 2 min )

A modern take on the classic Pong game – with neon aesthetics, power-ups, AI, and more! Let’s rewind to the golden era of gaming with the Classic Pong Game—a simple yet iconic two-player game that laid the foundation of video game history. In this post, we’ll build it using Pygame, a popular Python game development library, and speed up our development with Amazon Q CLI, the conversational AI-powered coding assistant from AWS. What makes this even better? You can build this effortlessly on both Linux and Windows (via WSL) using a few terminal commands and natural language prompts. 💡 Amazon Q CLI – AI that generates code through simple prompts sudo apt update sudo apt install -y python3 python3-pip python3-venv git pip3 install pygame wget https://desktop-release.q.us-east-1.amazonaws.c…  ( 5 min )

Browsers will often cache static assets to improve performance. This can cause issues when a new version of the application is deployed but the browser is still reading the old cached version. With cache busting, we append a hash to the static file names e.g vendor.js becomes vendor.437b51dcc2.js. When a deployment is made the hash changes e.g vendor.437b51dcc2.js may change to vendor.74t74t5tt.js. With cache validation enforced by the meta tags below, the browser will first check if the there is a new version of the file before using the cached versions. It will thus request for the new version of the file. (Add these to your src/index.html as Step 1) Step 2 var …  ( 5 min )

Arrays usually get all the love. They're easy to use, built into every language, and great for most tasks. But there’s another data structure that quietly powers a lot of efficient solutions: the linked list. It’s not about speed for direct access — it’s about flexibility, efficient insertions, and being the foundation for structures like stacks, queues, and even graphs. Let’s give it the spotlight it deserves. A linked list is a linear data structure made up of nodes. A value A reference (or pointer) to the next node A simple representation: [10] → [20] → [30] → null Unlike arrays, elements in a linked list are not stored in contiguous memory. This makes linked lists: More memory flexible Ideal for fast insertions and deletions Slower for direct access to elements by index Use a linked…  ( 5 min )

I'm working with this code and I need your help to solve a mystery! When you click the "Viva la vida" button, what do you think will appear on the screen? Choose one of the options below and tell me why you chose it: No, you are not going tchacar. I am going tchacar If the current display is No, you are not going tchacar, what modifications would be needed in the code to make it display I am going to tchacar instead? I'm looking forward to seeing your analysis and explanations!  ( 3 min )

Daily Logs for Devs: How a 5-Minute Habit Can 10x Your Weekly Output Pratham naik for Teamcamp ・ May 20 #webdev #productivity #tutorial #learning  ( 2 min )

Introduction As organizations adopt microservices architectures to improve scalability, agility, and team autonomy, managing service communication becomes a central concern. Two popular infrastructure components that help tackle these challenges are API Gateways and Service Meshes. While both deal with communication and traffic management in distributed systems, they serve distinct roles and operate at different layers of the application stack. In this article, we’ll explore the key differences between API Gateways and Service Meshes, their purposes, features, and when you might use one—or both—in your architecture. An API Gateway is the single entry point for external clients (such as mobile apps, frontend applications, or third-party systems) to access backend services in a microservic…  ( 5 min )

Codex has emerged as a transformative AI agent designed to augment software engineering workflows by autonomously handling tasks such as writing code, debugging, running tests, and generating pull requests. It operates as a cloud-based agent powered by codex‑1, a specialized adaptation of OpenAI’s o3 reasoning model fine‑tuned for programming contexts. Available initially to ChatGPT Pro, Team, and Enterprise users, Codex integrates directly into the ChatGPT interface, allowing developers to assign discrete tasks that run in sandboxed environments preloaded with their codebases. Since its May 16, 2025 research preview release, OpenAI has positioned Codex to compete with offerings from Google, Anthropic, and other AI innovators, while emphasizing safety, alignment, and real‑world usability t…  ( 8 min )

Hey Devs! I’m Jesse, solo-building Portal One: an AI Agent Command Center to help you orchestrate, automate, and securely manage your AI agents. One of the biggest undertakings so far? Building a production-ready Model Context Protocol (MCP) server—the backbone that connects user agents to a growing ecosystem of tools and services. Let’s just say there were some “battle scars” along the way. Here are three of the most valuable (and painful) lessons that shaped our architecture: OAuth 2.0: No Shortcuts in Security Early on, I was tempted to use simple API keys or JWTs for agent authorization—until I realized the complexity of permissions, multi-tenancy, and external integrations. Security had to be non-negotiable. Why OAuth 2.0? Industry standard, widely supported Granular scopes for f…  ( 5 min )

Buy Me a Coffee☕ *Memos: My post explains list with slice. My post explains list with useful functions. My post explains variable assignment. My post explains shallow copy and deep copy. You can create a list as shown below: v = ['a', 'b', 'c', 'd', 'e', 'f', 'g', 'h'] # 1D list v = ['a', 'b', 'c', 'd', ['e', 'f', 'g', 'h']] # 2D list v = [['a', 'b', 'c', 'd'], ['e', 'f', 'g', 'h']]# 2D list v = [['a', 'b', 'c', 'd'], [['e', 'f'], ['g', 'h']]] # 3D list v = [[['a', 'b'], ['c', 'd']], [['e', 'f'], ['g', 'h']]] # 3D list You can access and modify a list with an index in each [] as shown below: v = ['a', 'b', 'c', 'd', 'e', 'f', 'g', 'h'] # 1D list print(v[0], v[1], v[2], v[3], v[4], v[5], v[6], v[7]) print(v[-8], v[-7], v[-6], v[-5], v[-4], v[-3], v[-2], v[-1]) # a b c d e f g h v[1] …  ( 4 min )

FastAPI is a modern, fast (high-performance), web framework for building APIs with Python 3.7+ based on standard Python type hints. It’s designed to be easy to use while delivering the best developer experience. In this blog, we'll walk through building a full CRUD (Create, Read, Update, Delete) application using FastAPI with a SQLite database via SQLAlchemy. Setting up a FastAPI project Connecting FastAPI to a SQLite database using SQLAlchemy Creating database models Writing API routes for CRUD operations Using Pydantic models for validation Testing the API using Swagger UI fastapi-crud/ │ ├── app/ │ ├── main.py │ ├── database.py │ ├── models.py │ ├── schemas.py │ └── crud.py │ ├── requirements.txt └── README.md Create a folder and install FastAPI and dependencies: mkdir fastap…  ( 5 min )

This is Part 2 in my series on prompt engineering and tokenization. If you missed Part 1, you can read it here: Why Your AI Outputs Are Wrong: The Hidden Impact of Tokenization Prompt engineering is often seen as a craft of clever wording, but behind the scenes, another force quietly shapes outcomes: token efficiency. This article explores an often-overlooked dimension—how different prompting strategies impact token usage, cost, and model performance. By understanding the trade-offs between zero-shot and few-shot approaches, you'll unlock new ways to optimize both output quality and resource consumption. You didn’t write a bad prompt—your model just read it wrong. Or more precisely, it read too much. That’s the hidden danger of few-shot prompting: it feels efficient, but it might be costin…  ( 6 min )

Picture this: It’s 2 AM. You’re frantically debugging a last-minute crash report while manually rebuilding your app for the 10th time. Your coffee’s cold, your TestFlight build just expired, and your teammate’s “tiny fix” accidentally broke the login screen. Sound familiar? Welcome to the wild world of mobile development without CI/CD. But what if you could automate the chaos? Let’s talk about CI/CD—the unsung hero that turns app releases from fire drills into well-oiled machines. The Mobile Developer’s Nightmare (And Why You’re Living It) Mobile development is a special kind of chaos: “Works on my machine”: But crashes on your QA’s iPhone 12. App Store red tape: Waiting hours (or days!) for TestFlight approvals. Fragmentation hell: Testing on 50 Android devices? Cries in Gradl…  ( 5 min )

I have mentioned a few times in my posts that Haskell is my go-to language. This is true even for small applications which go beyond a simple shell script. Hacking Haskell with Nix is an easy and fun way to quickly prototype. I want to share two tricks that I use. If you are using Nix, you may have heard of Nix-Shell Shebang: #!/usr/bin/env nix-shell #!nix-shell -i python3 -p python3 -p python3Packages.click import click @click.command() @click.option('--count', default=1, help='Number of greetings.') @click.option('--name', prompt='Your name', help='The person to greet.') def hello(count, name): """Simple program that greets NAME for a total of COUNT times.""" for x in range(count): click.echo(f"Hello {name}!") if __name__ == '__main__': hello() You can chmod +x sc…  ( 6 min )

JS detect mobile device BaasMurdo ・ Jul 25 '22 #javascript #webdev #tutorial #programming  ( 2 min )

OpenAI is snapping up io—the AI-hardware startup founded by ex-Apple design guru Jony Ive and fellow Apple vets—in a deal pegged at about $6.5 billion. Around 55 engineers and developers will join OpenAI (Ive himself stays with his design firm LoveFrom), and LoveFrom will now lead design on all of OpenAI’s products. Sam Altman says the first gadget, due in 2026, won’t “kill” the smartphone but will be a totally new, pocket-sized, screen-free, context-aware device. Both Altman and Ive gush that this mash-up of top-tier AI research, engineering firepower, and Ive’s legendary design chops could be “the coolest piece of technology the world has ever seen.”  ( 3 min )

Comprehensive AI-Powered Code Review Greptile is an AI code reviewer distinguished by its ability to review pull requests with complete understanding of your codebase context. It generates a detailed graph of functions, variables, classes, files, and directories, understanding how they’re all connected. This enables Greptile to provide more relevant and accurate reviews in GitHub and GitLab, helping teams catch up to 3X more bugs while merging 50-80% faster. Greptile enhances your development workflow with intelligent code reviews and contextual insights: Complete codebase context that retrieves affected code, dependencies, and related code during reviews Conversation capabilities where developers can request fix suggestions by replying with @greptileai Reinforcement learning from user …  ( 4 min )

This is a submission for the Bright Data AI Web Access Hackathon Large language models (LLMs) like GPT-4 and Gemini are incredibly capable; they often face a major limitation: Lack of access to fresh, structured, and reliable real-world data. Introducing the State-of-the-Art Bright Data MCP Agent - A next-generation web data intelligence system powered by Bright Data’s Model Context Protocol (MCP) and BrightDataQL (Bright Data Query Language), a schema-first, declarative query interface for extracting structured information. The agent doesn't just "browse" or "scrape" the web. It discovers, navigates, interacts, and extracts high-value information from complex, protected, or JavaScript-heavy web environments just like a human would and transforms it into structured, machine-consumable out…  ( 9 min )

Growth doesn't come from praise. Day 142: Forged in Friction  ( 3 min )

In the age of smart homes and connected devices, it's no surprise that automation has extended beyond the walls of our homes and into our yards. Fences and gates, once static barriers, are increasingly being enhanced with technology to offer better security and convenience. In this blog post, we'll dive into how to automate the locking mechanisms on vinyl fences using Python, relay modules, and microcontrollers such as the Raspberry Pi. This type of innovation is already being embraced by some Automatic Gates Chicago IL installers, who are integrating smart systems to enhance user control and safety in both residential and commercial applications. Automating your fence lock provides several benefits: Enhanced Security: Automatically lock your gates at night or when you're away. Convenience…  ( 5 min )

Introduction As Laravel developers, we frequently encounter these recurring development tasks: Creating models, controllers, services, and request classes Setting up routing Writing validation rules Defining model relationships Importing test data While these tasks are essential for development, they require significant time investment for repetitive work. In web development beyond Laravel, adding new resources involves similar repetitive processes, leading to these challenges: Substantial time investment in non-business logic code creation Quality variations due to different coding styles among developers Potential errors from manual work such as configuration oversights and typos To address these challenges, I developed Laravel Arsenal Core (LAC). LAC implementation helps achieve the f…  ( 5 min )

Hello Readers It's day #26 of building KARL - AI. Update: Project is in Early-Stage Development. Documentation is going on parallelly. Explore more here  ( 2 min )

🚀 Top GitHub Repositories Every Software Engineer Should Know in 2025 Lorenzo Bradanini ・ Dec 10 '24 #programming #softwareengineering #algorithms #machinelearning  ( 2 min )

At Super, we use HashiCorp Vault to securely store the secrets required by our microservices running on Kubernetes. We’ve been long-time fans of Vault. Our Platform team has previous experience deploying and maintaining it, so choosing Vault for our current setup was an easy decision from a knowledge and reliability standpoint. Drawing on lessons from past implementations, we were able to build something robust and scalable. Our infrastructure is hosted entirely on AWS and is segmented across multiple accounts. We maintain three separate workload accounts, Staging, Mock, and Production each running Super's microservices in Kubernetes along side a Infrastructure account, for Platform tooling. Rather than deploying and maintaining a separate Vault cluster for each environment, we opted for a…  ( 3 min )

introduction Based on Api13 Before their own package a list refresh library, has been running for a long time, but recently received a problem, said to be in the list of a certain data update, found that the data has not changed, received the problem immediately into the investigation, and finally found that the use is not in accordance with the specification implementation, this problem is common in the development of object array update problems, simply a simple record. We know that for a basic type of array, we can directly change, you can affect the data changes, such as the following case, a simple array load, using the @State decorator, after clicking the button, you can find that the array index 0 data has changed. @Entry @Component struct Index { @State items: string[]…  ( 6 min )

Problem While working on a project, I came across an interesting issue. Multiple TypeScript and bash scripts needed to read from or write to a shared file. Thus, the scripts needed the file path (directly or indirectly). The question is: if the file location changes, how should I structure the code such that only one file needs to be updated (and thus reduce the risk of missing updates in various scripts)? The Typescript scripts could import the file path in a utils.ts and use a getSharedFilePath function e.g. import { getSharedFilePath } from "utils"; const SHARED_PATH = getSharedFilePath(); BUT! What about the bash scripts? They still hardcoded the path e.g. SHARED_PATH="path/to/shared/file.json"; Pros: ✅ DRY for Typescript files (but not for bash scripts) Cons: ❌ Violates DRY princi…  ( 4 min )

Introduction As we setup the stage in Part 4 we are ready to continue exploration. Next is xAI-Grok-3. xAI-Grok-3 is selected as a model The following prompt is run: Create a test case utilizing provided constants for navigating to the web app, login, create/edit/delete an article. Try to verify the result after every major step. Use provided instructions class ConduitApp { constructor(private page: Page) {} async navigateToHome() { await this.page.goto(url); await expect(this.page.getByRole('heading', { name: 'conduit' })).toBeVisible(); } async login() { await this.page.getByRole('link', { name: 'Sign in' }).click(); await this.page.getByPlaceholder('Email').fill(email); await this.page.getByPlaceholder('Password').fill(password); await this.page.…  ( 4 min )

What Happened - GitHub Released its Model Context Protocol Server GitHub has released a new open-source Model Context Protocol (MCP) server as part of its latest GitHub Copilot update . Announced in April 2025, the release marks GitHub’s first implementation of the MCP standard developed by Anthropic. The new server is a complete rewrite in Go, preserving “100% of the old server’s functionality” while adding improvements like customizable tool descriptions, integrated code scanning, and a new get_me function for natural language queries e.g. “show me my private repos”. By releasing its own MCP server, GitHub provides an official gateway for agents to interact with GitHub features (repos, PRs, issues, etc.). Developers can thus automate GitHub workflows and processes, extract and analyze …  ( 5 min )

Introduction Managing EC2 instances across multiple AWS regions can be a challenging task. As your cloud infrastructure grows, switching between regions in the AWS Console becomes time-consuming and inefficient. 🔗 Try the app here: https://gray-plant-037bead10.6.azurestaticapps.net/ 📂 GitHub Repo: https://github.com/yeshwanthlm/AWS-EC2-Instance-Manager If you're managing AWS infrastructure, you've likely encountered these pain points: • Constantly switching between AWS regions to check instance status These challenges inspired me to create a simple yet powerful solution that runs entirely in your browser. The AWS EC2 Instance Manager is a static web application that provides a unified interface for managing EC2 instances across all AWS regions. What makes this tool special is its simp…  ( 5 min )

🌱 “菜谱”“成品菜”与“菜谱册” 的比喻 类（Class） 就像“菜谱” 菜谱告诉你：这道菜要哪些食材、要哪些步骤。 在 Java 里，class User { … } 就是一份菜谱，规定了属性和方法。 对象（instance） 就像“做出来的一盘菜” 当你按照菜谱炒菜，你就得到了“成品菜”。 在 Java 里，new User() 就是按 User 这个菜谱“做”出了一个具体的 User 对象。 Class 就像“菜谱册”里一本特定的菜谱 你家里有一本菜谱册子（一本书），里面夹着很多菜谱。 如果你拿起“《宫保鸡丁》”这一页，那就是“Class”——表示“宫保鸡丁这个菜谱”。 你不做菜的时候，这一页不用动；要做菜时，你可以读它，看看食材和步骤，甚至还能标注“我改良了这道菜”——这类似于反射里看注解、改构造参数等。 // 1. 定义菜谱（类） public class User { private String name; public User() { } public void sayHi() { System.out.println("Hi, I'm " + name); } } // 2. 做出一盘菜（对象） User u = new User(); // 这就是“new User()”产生的实例 u.sayHi(); // 3. 拿到那页菜谱（Class） Class userClass = User.class; User.class：就是那个“菜谱册”里“User”这一页的对象，类型为 Class。 你可以用它做反射操作，比如： // 通过菜谱（Class）再做一盘菜 User u2 = userClass.getD…  ( 3 min )

Sebagai developer Indonesia, pasti pernah kepikiran kan untuk bikin startup sendiri atau freelancing secara legal? Atau mungkin udah ada project sampingan yang mulai menghasilkan dan bingung harus bikin badan usaha apa? Well, you're not alone! Banyak developer yang stuck di fase ini karena bingung dengan birokrasi Indonesia yang... well, let's just say "unik" 😅 Artikel ini akan breakdown semua yang perlu lo tahu tentang badan usaha di Indonesia, khusus untuk kita-kita yang bergelut di dunia IT. From zero to hero, lengkap dengan estimasi biaya dan step-by-step yang actionable. Sebelum masuk ke teknis, let me ask you this: lo mau tetap jadi "tukang kode" selamanya atau mau scale up jadi entrepreneur? Benefit punya badan usaha legal: Kredibilitas maksimal - client enterprise lebih percaya Ta…  ( 7 min )

Ethereum (ETH) has shown significant upward momentum, climbing over 5% in 24 hours to reach $2,669. This rally is underpinned not only by investor optimism, but by measurable shifts in trading behavior and liquidity dynamics. This article breaks down the current ETH market surge, outlines technical resistance levels, and explains the role of High-Frequency Trading (HFT) and Market Making (MM) in shaping price behavior across exchanges. Ethereum is approaching a key resistance level at $2,700, corresponding to the 200-day Simple Moving Average (SMA). If price action clears this level with volume confirmation, analysts project a movement toward the $3,500–$3,600 range. Key Technical Highlights: Current price: ~$2,669 Volume increase: +54% to $35.86 billion Futures open interest growth: …  ( 4 min )

📑 Table of Contents Introduction Why Visualization Matters in Software Development The Burndown Chart: Your Team's Secret Weapon Real-World Impact: How Teams Are Using Burndown Charts in 2025 Implementing Burndown Charts: Best Practices for Developer Teams Beyond Basic Burndown: Advanced Applications for Modern Dev Teams Common Pitfalls and How to Avoid Them Tools That Enhance Burndown Chart Implementation The SPACE Framework: A Holistic Approach to Developer Productivity Conclusion: Transforming Your Development Process In the fast-paced world of software development, finding the right tools to track progress, identify bottlenecks, and ensure on-time delivery is crucial. As development teams face increasing pressure to deliver high-quality software quickly, visual to…  ( 7 min )

💬 "Tame your wild .env files. Detect chaos. Archive securely. Restore instantly." As Node.js developers, we've all faced the same pain: Untracked .env files Missing variables in production Forgetting to add .env to .gitignore Sharing secrets across devices (manually!) 🔥 WildEnv fixes that. WildEnv is a CLI tool that helps you: Command What it does 🆕 wildenv init Creates .env, .env.example, ignores 🔍 wildenv check Finds missing or extra variables 📦 wildenv pack Zips env files for safe transfer 📂 wildenv restore Unzips and restores everything And it speaks both English 🇺🇸 and Russian 🇷🇺 out of the box! Install locally or just use it with npx: npx wildenv init npx wildenv check npx wildenv pack npx wildenv restore You're working on a laptop, and want to continue on your desktop: npx wildenv pack # → transfers 'env.bundle.zip' to other machine npx wildenv restore Automatically updates .gitignore and .npmignore Supports .env.secret for future encryption 🔐 Makes backups before overwrite (*.bak) 🌍 Select language / Выберите язык: > 🇺🇸 English 🇷🇺 Русский Node.js + CommonJS CLI via inquirer, chalk, dotenv Zip via adm-zip Tested with jest 100% open source on GitHub 🧪 Test Coverage Yes, everything is tested: npm test ✔️ init, check, pack, restore — fully covered MIT — do what you want. WildEnv started as a simple idea to tame my .env files. Now it's a fully working, tested, multi-language tool. If you've ever shared .env by copying, screenshotting, or sending via Telegram — this tool is for you. 💀 No more chaos. ⭐ Star the repo if you like it: github.com/Xzdes/wildenv  ( 3 min )

SQL (Structured Query Language) is the foundation of interacting with relational databases. Whether you’re building a side project or working in a production environment, writing efficient and readable SQL can save you hours of debugging and optimization. In this post, I’ll share 5 practical tips to help you write smarter SQL—whether you’re using PostgreSQL, MySQL, or SQLite. 1. Be Specific with SELECT Bad: SELECT * FROM users; Better: SELECT id, name, email FROM users; 2.Use Table Aliases for Clarity Bad: SELECT * FROM orders o JOIN customers c ON o.customer_id = c.id; Cleaner: SELECT o.id AS order_id, c.name AS customer_name Good aliases make your queries easier to scan, especially in team environments or long queries. 3. Index Strategically Example: CREATE INDEX idx_users_email ON users(email); SELECT * FROM users WHERE email = 'user@example.com'; 4. Keep It DRY with Common Table Expressions (CTEs) Instead of nesting subqueries: SELECT name FROM ( Use a CTE: WITH user_counts AS ( 5. Use CASE for Conditional Logic SELECT name, This makes your logic explicit without post-processing in application code. N/B: SQL is simple on the surface, but powerful underneath. The more intentional you are with your queries, the better performance and maintainability you’ll get.  ( 4 min )

Photo created using Grok It’s tempting to let AI generate your code, debug your errors, and even design your projects. But over-reliance on AI in 2025 could hurt your growth as a developer. Here’s why you should code first, ask AI second—and lean on developer communities to truly level up. 🚨 Top 10 Reasons to Not Depend on AI in 2025 1️⃣ AI Doesn’t Teach You Problem-Solving AI gives answers, not understanding. You won’t learn why a solution works—just that it does. Real skill comes from struggling, debugging, and figuring it out. 2️⃣ AI Code is Often Messy & Unoptimized AI generates working but inefficient code. Without reviewing it, you’ll inherit hidden bugs and tech debt. 3️⃣ AI Can’t Replace Human Feedback Developer communities…  ( 4 min )

For the past couple of months, the concept of MCP has been booming. MCP (Model Context Protocol) was developed and released by the end of 2024 by Anthropic. It allows AI agents and LLMs to interact with third-party APIs in order to work with real data and allows them to make actions on your behalf. In the case of a Redis MCP, as you will see further in the blog, it means that you can search through your database using natural language. Now, to utilize MCP and allow it to interact with other APIs, you will need an MCP server that exposes tools for your agents to use. The big question is how to run your MCP servers without making life harder for your developers. Having everyone set up their own local server is tedious and invites all kinds of inconsistencies. Centralizing it as a shared serv…  ( 7 min )

Let’s uncover the layers of testing that silently fuel the world’s most reliable applications: Testing isn’t just about discovering defects — it's about ensuring confidence. It verifies business logic, validates user experience, and safeguards against regressions. Good testing builds trust — for both the team and the end-users. Waiting until development ends to test is outdated. Modern QA begins during planning, collaborating with developers and analysts to write better stories, define edge cases, and prepare smarter test data. Automation helps with speed, but it’s not a magic wand. Understanding what to automate (and what not to) is key. A balanced strategy combining manual, exploratory, and automated testing leads to optimal results. Today’s testers are not just script runners. They’re quality advocates, embedded in agile teams, contributing to design reviews, writing testable requirements, and driving continuous improvement. Stop counting just test cases and defect counts. Modern teams track defect leakage, test coverage gaps, and test debt — metrics that help assess not just quantity, but the impact and effectiveness of testing. Software testing isn’t a bottleneck — it’s a business enabler. The faster we test well, the faster we ship with confidence. 🚀  ( 3 min )

Check out this Pen I made!  ( 2 min )

If you’re building apps with React Native, navigation is one of the first things you'll need to master. Between stack navigators, tab navigators, and parameter passing, it can get a bit overwhelming. So I wrote a complete guide that covers: Setting up @react-navigation/native Creating stack and tab navigators Navigating between screens and passing parameters Customizing screen options Code samples with explanations 👉 Read the full tutorial on Djamware.com Let me know what you think or if you’ve got a different setup that works well for you!  ( 3 min )

In May 2010, a man in Florida offered 10,000 Bitcoin for two pizzas. At the time, that was roughly $41 worth of BTC. In 2025, it’s worth over $1.1 billion. Sounds absurd, right? Yet it’s no urban myth. It’s a legendary milestone known as Bitcoin Pizza Day, celebrated every May 22nd as the moment Bitcoin made its first leap from code to commerce. What started with two Papa John's pizzas has grown into a global phenomenon, a benchmark in the timeline of decentralized money. This moment in crypto history now lives alongside events like Mt. Gox, the Ethereum DAO hack, the rise of Layer 2s, and Satoshi Nakamoto’s lasting influence. Today, on the 15th anniversary of Bitcoin Pizza Day, we’re not just celebrating a quirky transaction; we’re honoring the first spark of real-world crypto adoption, a…  ( 6 min )

Table of Contents Introduction What are Variables? How to Use Variables Real-World Scenario: Shell Scripting Conclusion Let's Connect Welcome back to Day 28 of this practical Linux challenge! Part 2 of our beginner shell scripting series for RHEL 9. Shell scripts become truly useful when they can store data, accept user input, and respond accordingly. In the previous article, you wrote your first script. Now, let’s make that script interactive by using variables and user inputs. A variable is like a labeled box where you can store information for your script to use later. name="Amanda Igwe" Here, name is the variable, and "Alex" is the value stored in it. To create a variable greeting="Hello!" - # remember no spaces To use the variable, add a $ before it echo "$greeting"…  ( 5 min )

Looking for a job in today's market can feel like a full-time job itself, scouring job boards, tailoring resumes, preparing for interviews, researching companies… the list goes on. That’s why I built JobFlowAI: an open-source, AI-powered assistant designed to streamline your job search and give you a competitive edge. JobFlowAI is your intelligent job search assistant, built using Python, Streamlit, and a modular team of AI agents powered by CrewAI and LLMs like Google Gemini. Whether you're a recent graduate, a mid-career professional, or switching industries, JobFlowAI helps you: ✅ Optimize your resume for ATS systems 🎯 Discover the best job opportunities 🏢 Research companies deeply and efficiently 🤝 Connect with alumni and mentors 🧪 Prepare with real interview questions 📞 Find…  ( 4 min )

Local Testing Before publishing it publicly you want to try on your locally first. Run Package it is the name for file. 0.1 is version you defined in setup.py If you type pip list you will see your package name. For testing Now Add to CLI(command line interface) Command. Setup.py Now if you notice closely I have changed the version number to 0.2. To update version number we need to reinstall it. Now if you start you terminal again you just need to type: Now in next part we will publish are package publicly.  ( 3 min )

I. Executive Summary Apple's Siri, a pioneering voice assistant, has faced persistent user complaints and criticisms over the past decade, primarily stemming from its functional limitations. These shortcomings, including frequent misinterpretation of commands, shallow responses, and a notable failure to maintain conversational context, have led to widespread user frustration. This report posits that Siri's anthropomorphic design cues—its human-like voice, tone, and conversational interface—are not merely aesthetic choices but are, in fact, the fundamental cause of user misperceptions. By implicitly encouraging users to treat Siri as if it possesses genuine understanding or thought, these design elements create unrealistic expectations. When Siri inevitably fails to meet these human-level…  ( 25 min )

If you’ve just started creating your website with Astro and have no clue how to improve your SEO, you’re not alone here. In this blog, we’ll walk you through a beginner-friendly way to add SEO to your Astro project using a powerful tool called astro-seo-plugin. We’ll explain what Astro is, why SEO matters, and give you a copy-paste setup to make your website ready for Google, social media, and more. Astro is a fast and modern web framework that helps you build websites with minimal javaScript. It's great for blogs, portfolios, and content-heavy sites. Why developers love Astro: You can write components in your favorite framework Perfect for SEO and static sites It delivers lightning-fast page loads Supports React, Vue, Svelte, Solid, and more But even though Astro is SEO-friendly it still …  ( 5 min )

I'm a lawyer — And if it happened to me, it can happen to anyone. Here are 3 real traps I fell into early in my career: 🔹 The "Moving Target" Client 🔹 The NDA That Never Was 🔹 The “Let’s Talk About Payment Later” Trap I’ve learned these lessons the hard way. ✅ A clear freelance contract And to help others avoid the same pain — I created a free legal game: https://freelancequest.netlify.app And if you want to protect yourself better: https://legaldocsbyps.gumroad.com  ( 3 min )

How vim Prevents Blowing Up Your SSDs? Pratyush Sharma ・ May 22 #programming #linux #vim #softwareengineering  ( 2 min )

When developing web applications in Go, especially when building RESTful APIs, documentation and strict adherence to a specification play a crucial role. For these purposes, the OpenAPI (Swagger) format is often used. However, manually maintaining both code and specification can lead to inconsistencies and errors. The oapi-codegen tool helps automate the creation of part of the code based on an OpenAPI specification. 🔗 GitHub Repository: oapi-codegen oapi-codegen is a powerful open-source code generator designed for Go projects. It accepts an OpenAPI 3.0 specification in YAML or JSON format and generates ready-to-use Go code that implements server interfaces, client libraries, data models, routes, and other API components. This significantly reduces the amount of boilerplate code required…  ( 5 min )

Introduction Converting natural language questions into precise SQL queries remains a significant challenge in building intuitive data exploration tools. Traditional approaches often rely on rigid rule-based systems or complex semantic parsing, which struggle with the inherent variability and ambiguity of human language. The advent of large language models (LLMs) has opened new avenues for this problem, offering unprecedented capabilities in understanding context and generating code. However, even the most advanced LLMs can hallucinate or produce incorrect SQL queries if they lack specific knowledge about the underlying database schema, relationships, or specific data values. This article introduces a robust solution that combines the generative power of LLMs with the precision of retrieva…  ( 14 min )

In today's cloud-native world, containers have become the standard deployment unit for applications. Yet despite Docker's widespread adoption, a surprising number of organizations struggle with inefficient, insecure, and problematic Dockerfiles. These issues silently drain productivity, increase costs, and introduce security vulnerabilities throughout the development lifecycle. The numbers tell a concerning story: The average container image in enterprise environments is 650MB - often 2-3x larger than necessary Developers spend an average of 15-20 minutes daily waiting for Docker builds to complete 87% of container images contain at least one high or critical vulnerability Only 35% of organizations have automated container security scanning These statistics represent enormous waste across …  ( 5 min )

Building lasting habits isn’t about sudden, massive changes — it’s about small, consistent actions repeated every day. Here are some key points from 𝗔𝘁𝗼𝗺𝗶𝗰 𝗛𝗮𝗯𝗶𝘁𝘀 by James Clear, along with simple examples to help you apply them: 𝟭. 𝗧𝗿𝗮𝗰𝗸 𝗬𝗼𝘂𝗿 𝗛𝗮𝗯𝗶𝘁𝘀: Keep a simple log or calendar. For example, mark an “X” every day you meditate. Visual progress motivates you to keep going. 𝟮. 𝗡𝗲𝘃𝗲𝗿 𝗠𝗶𝘀𝘀 𝗧𝘄𝗶𝗰𝗲: Missing a day is okay, but don’t let it turn into two days. If you skip your workout once, commit to doing it the very next day. 𝟯. 𝗦𝘁𝗮𝗿𝘁 𝗦𝗺𝗮𝗹𝗹: Begin with tiny actions, like reading one page or doing 2 minutes of exercise. This makes habits easy to start and maintain. 𝟰. 𝗨𝘀𝗲 𝗩𝗶𝘀𝘂𝗮𝗹 𝗖𝘂𝗲𝘀: Place reminders in your environment. Lay out your workout clothes the night before to cue morning exercise. 𝟱. 𝗥𝗲𝘄𝗮𝗿𝗱 𝗬𝗼𝘂𝗿𝘀𝗲𝗹𝗳: Finish your habit with a small reward — like enjoying a cup of coffee after completing a task — to reinforce the behaviour. 𝟲. 𝗕𝘂𝗶𝗹𝗱 𝗜𝗱𝗲𝗻𝘁𝗶𝘁𝘆, 𝗡𝗼𝘁 𝗝𝘂𝘀𝘁 𝗢𝘂𝘁𝗰𝗼𝗺𝗲𝘀: Focus on becoming “the type of person who writes daily,” rather than just finishing a book. Small changes add up to big results over time — consistency beats intensity! 𝗪𝗵𝗮𝘁 𝘀𝗺𝗮𝗹𝗹 𝗵𝗮𝗯𝗶𝘁 𝗵𝗮𝘃𝗲 𝘆𝗼𝘂 𝗯𝘂𝗶𝗹𝘁 𝘁𝗵𝗮𝘁 𝗵𝗮𝘀 𝗺𝗮𝗱𝗲 𝗮 𝗯𝗶𝗴 𝗱𝗶𝗳𝗳𝗲𝗿𝗲𝗻𝗰𝗲 𝗶𝗻 𝘆𝗼𝘂𝗿 𝗹𝗶𝗳𝗲? 𝗛𝗼𝘄 𝗱𝗼 𝘆𝗼𝘂 𝘀𝘁𝗮𝘆 𝗰𝗼𝗻𝘀𝗶𝘀𝘁𝗲𝗻𝘁 𝘄𝗶𝘁𝗵 𝗶𝘁 𝗲𝘃𝗲𝗿𝘆 𝗱𝗮𝘆?  ( 3 min )

Ever found yourself needing to access AWS services like S3 or your own APIs from within your private VPC, without your traffic having to brave the wilds of the public internet? You're not alone! This common scenario highlights the critical role of VPC Endpoints. They are your private gateways, ensuring your data stays within the AWS network, boosting security and often reducing costs. But wait, there are two main types: Interface Endpoints (powered by AWS PrivateLink) and Gateway Endpoints. Which one do you choose, and why? Picking the right one can mean the difference between a smooth, secure setup and a frustrating, potentially insecure one. In this deep dive, we'll demystify both, explore their use cases, look at how to set them up, and share some pro tips to make you an endpoint expert…  ( 11 min )

In 2025, running a business on clunky systems or endless spreadsheets is like trying to cook a gourmet meal with a campfire. Cloud-based Enterprise Resource Planning (ERP) systems are here to save the day, bringing your business into the modern age without the tech-speak overload. This guide is your no-nonsense, human-friendly checklist for picking a cloud ERP that makes your life easier, not harder. We’ll explain what ERP does, why it’s a game-changer for growing businesses, and give you a straightforward plan to choose the right system without wading through corporate buzzwords like “synergy” or “paradigm shift.” Think of this as your friendly guide to getting your business organized, efficient, and ready to scale, with a dash of humor to keep it real. Let’s keep it simple: ERP is like t…  ( 8 min )

A post by Mindpath Technology Limited  ( 3 min )

Welcome to the wild world of business software, where acronyms like ERP and CRM fly faster than a Tesla on autopilot. If you’re scratching your head wondering what these terms mean or which one your business needs in 2025, you’re not alone. The confusion is real, but so is the solution. This 3000-word guide cuts through the noise with a smart, sassy breakdown of ERP vs CRM, why they matter in the cloud era, and how to choose the right tools without losing your mind. ERP and CRM systems are the backbone of businesses that want to stay lean, agile, and customer-focused. But mixing them up is like confusing a chef with a waiter—they both work in the restaurant, but their roles are worlds apart. Let’s dive in and clear up the confusion, with a sprinkle of sass to keep things fun. Enterprise Re…  ( 6 min )

Introduction to Networking (TryHackMe Room) The Intro to Networking room on TryHackMe was the perfect starting point. This room provided a solid introduction to networking basics, focusing on topics such as IP addresses, subnets, and how devices communicate within a network. The tasks guided me through common networking tools, such as ping, traceroute, and ipconfig, which are crucial for troubleshooting and understanding network behavior. Key Takeaways: The fundamentals of TCP/IP networking. How to configure IP addresses and subnet masks. The process of routing packets and how they traverse different networks. Diving Deeper: Networking Concepts (TryHackMe Room) After grasping the basics, I moved on to the Networking Concepts room. This room took my knowledge to the next level, diving deepe…  ( 5 min )

SSH stands for Secure Shell. It is a cryptographic network protocol used to securely assess and manage remote computers over the Internet. You are expected to see the usage instructions like this PS C:\Users\USER> ssh If you did not see this, then you will have to install OpenSSH, which can be found in the settings of your Windows OS. Your identification has been saved in ozoSSh This signifies that the keys have been created. the file name with .pub”, • Now that you have created your droplet/server on Digital Ocean, the next thing is to copy the IP address and return to the PowerShell. • In PowerShell, you can then type; the file directory of the private key, i.e the file without the .pub suffix root@IP address of the remote server” This will prompt you to type in your passphrase used to set up the SSH key before you are logged in. The logic here is that as the SSH key pair is created, the public key is saved in your remote server; you need the corresponding private key, which the server will compare with that of the public key in order to grant you access to the remote server. If for any reason, the private key does not match the public key, you will be denied access to the server.  ( 5 min )

We all know the pain of writing, debugging, and documenting Python code for data projects. Whether you're cleaning data, analyzing trends, or visualizing insights — it can get repetitive, time-consuming, and mentally draining. Notellect is built to change that. It’s an AI-powered coding assistant tailored for data analysts, scientists, and anyone working with Python. I tested it on a real project — and it cut my time in half. 👩‍💻 Use Case: Cleaning and Analyzing Sales Data Here’s how Notellect helped: 🚀 Smart Code Generation I uploaded the file and asked the agent to clean up the raw data. Notellect instantly suggested the full pipeline: reading the CSV, checking for nulls, converting date columns — even formatting the column headers to snake_case, with generated python codes. I barel…  ( 4 min )

In 2025, running a business on spreadsheets is like trying to navigate a spaceship with a paper map. They’re outdated, error-prone, and woefully inadequate for the demands of modern operations. Cloud-based Enterprise Resource Planning (ERP) and Customer Relationship Management (CRM) systems have emerged as the gold standard, offering seamless integration, automation, and real-time insights that propel businesses forward. This 3000-word guide dives into why spreadsheets are dead, the transformative power of cloud ERP and CRM, and how to choose systems that deliver results in 2025. Spreadsheets have been a business staple for decades, but their limitations are now impossible to ignore. Here’s why they’re no longer viable: No Integration: Spreadsheets don’t talk to other systems. You’re stuck…  ( 6 min )

The upstream oil and gas industry is on a fast ride into the future—and software is in the driver’s seat. As 2025 rolls in, digital transformation isn't just a buzzword anymore. It’s the reality. The tools, tech, and trends we're seeing now are totally redefining how the oil and gas industry operates, especially in the upstream sector where exploration and production take the center stage. With everything from AI to cloud platforms becoming part of daily operations, companies in the upstream oil and gas world are getting more agile, efficient, and yeah—smarter too. How is AI Changing the Upstream Oil and Gas Sector? This trend is helping reduce downtime, cut costs, and increase oil recovery like never before. Real-time analytics are letting teams in the field and in the office stay in sync…  ( 4 min )

Let’s explore how GenQE is helping modern QA teams shift from reactive bug-fixing to predictive quality assurance: GenQE uses AI to analyze historical defect patterns, user flows, and code changes — helping teams identify high-risk areas before testing even begins. This isn't just test automation — it’s intelligent foresight. Not all test cases are created equal. GenQE’s smart prioritization ensures that your testing focuses on the most business-critical paths, reducing noise and increasing impact. With GenQE integrated into CI/CD, testing happens in real-time. Faster feedback, earlier bug detection, and quicker releases — all without compromising on coverage. GenQE connects developers, testers, and managers on one platform. Through traceable test insights and real-time dashboards, it turns QA into a shared responsibility, not a siloed function. 🚀 60% faster regression cycles 📅 Book your personalized GenQE demo: https://calendly.com/dm-csimplifyit/30min?month=2025-02 🌐 Explore GenQE: https://genqe.ai  ( 3 min )

In the world of distributed systems and microservices, choosing the right messaging infrastructure is critical for achieving scalability, reliability, and performance. While traditional message buses like RabbitMQ, ActiveMQ, or MSMQ have been popular for years, Apache Kafka has emerged as the go-to solution for building highly scalable and resilient systems. In this post, we'll explore the fundamental differences between Kafka and traditional message buses, and why Kafka excels in high-scale environments. Traditional message buses are messaging middleware designed to facilitate communication between different parts of a system, often using message queues and topics. These systems usually emphasize: Message delivery guarantees: at-least-once or at-most-once delivery Routing and filtering: s…  ( 5 min )

Welcome to the jungle of cloud ERP and CRM selection in 2025, where vendors throw buzzwords like “AI-powered” and “seamless integration” at you like confetti at a bad wedding. If your business is drowning in spreadsheets, sticky notes, and a CRM that’s basically a glorified Rolodex, it’s time to move to the cloud. But choosing the right Enterprise Resource Planning (ERP) or Customer Relationship Management (CRM) system isn’t a walk in the park—it’s more like a sprint through a minefield. This 3000-word guide is your no-BS checklist to go from chaos to cloud without losing your sanity. Expect practical advice, a healthy dose of snark, and zero tolerance for vendor hype. ERP systems are like the central nervous system of your business, tying together finance, HR, inventory, and supply chain …  ( 9 min )

A post by Zakaria Mustakeem  ( 2 min )

How I Built a CSS Container Query Converter To Make my Work Easier The 2 AM Moment That Started It All So there I was, 2 AM, bleary-eyed, manually rewriting the same repetitive media queries into container queries for the fifth time that week. Coffee had stopped working hours ago. That's when I thought, "This is ridiculous. I'm building a tool for this." And here we are. Traditional media queries only respond to the viewport size. This creates a fundamental problem in component-based design: how do you make a component respond to its parent container rather than the entire screen? Consider a card component that appears in both a sidebar and the main content area. With media queries, both instances would apply the same styling at the same browser widths, regardless of their container size…  ( 5 min )

In an era where cyber threats are constant and evolving, firewall configuration plays a pivotal role in safeguarding your digital environment. This article simplifies the concept of firewall configuration, highlights its importance, explores common challenges, and walks you through the essentials of setting up a secure firewall. Firewall configuration involves setting specific rules to regulate incoming and outgoing network traffic. It ensures that only trusted connections are allowed while blocking unauthorized access, helping protect sensitive data and maintain network integrity. Public and private networks require different configuration strategies to balance security and usability effectively. Configuring a firewall isn’t always straightforward. You need to: Balance security and functi…  ( 4 min )

Have you ever wondered if someone might be remotely watching or controlling your Mac? With cyber threats on the rise, it’s important to understand how to detect suspicious activity and secure your system. Whether you’re concerned about hackers, stalkerware, or unauthorized access — this guide is for you. Watch out for these common red flags: Cursor moves on its own Apps open or close without your input The system is running hot or the fans are spinning up while idle Unknown login sessions or new users added Remote sharing features are mysteriously enabled Firewall is turned off without explanation If you have MacOS MDM installed on your Mac. If you notice any of the above, your Mac could be compromised. Go to System Settings → General → Sharing Turn off anything you don’t use: Screen Shari…  ( 4 min )

Why is this more than just notifications? In a world where users expect instant responses, any delay in reaction is already a setback. Every client action, transaction, or data change is a chance not just to respond, but to anticipate, support, and engage. That’s exactly what the Events module in OneEntry is for. It's not just a tool, but a true conductor of automation. It reacts to data changes, sends notifications, triggers integrations, and does it all without a single line of backend code. It’s not just about saving time. It’s about unlocking a new level of interaction with both users and systems. As your project grows and the number of actions you need to track, notify, forward, or log increases, it becomes clear: you need a centralized event system. The Events module in OneEntry …  ( 7 min )

Best Practices for Writing Clean Code Let’s be honest: Bad code isn’t just ugly. It’s expensive. It breaks easily. It’s hard to maintain. It makes teams slower. And if you’ve ever been scared to touch a 10,000-line legacy function—you know the pain. Here’s how to avoid being that dev. Let’s break down the real-world clean code principles every programmer should follow in 2024. Name Things Like You Mean It Bad: d, tmp, a1 userEmail, tempFilePath, apiResponse Best Practices: Use meaningful, descriptive names Avoid abbreviations unless they’re standard (e.g. HTML, URL) Use camelCase or snake_case consistently Don’t reuse names for different things Pause and reflect: without comments? Write Small Functions Rule of thumb: If your function does more than one thing, break it up. Why it matt…  ( 4 min )

The other day, I was going through a list of useful UNIX commands and came across tail -f. The tail command, by default, shows the last 10 lines of a file, but you can use the -n option to see a specific number of lines. The tail -f command, however, lets you watch a file for live changes. I decided to try it out by watching a file named hello.txt in the terminal while editing it using Vim. But to my surprise, no changes appeared in the output of tail -f. This made me curious, and I started digging into what was happening. That research led me to some really interesting concepts — and made me appreciate how smart Vim’s design actually is. tail -f Really Doing? To begin with, let’s understand what tail -f does. It watches a file using its inode — a data structure in UNIX-like systems that…  ( 5 min )

The Chrome browser on my Windows 10 has not been working properly for the past few months. Whenever I tried, it wouldn't open, or it would launch and freeze instantly. I tried a couple of ways to fix it, like removing the cache, reinstalling, etc. I kept pushing off, but in the meantime, I used Brave Browser, which is good. But finally, I have solved the problem. Here's how I fixed it - and how you might be able to as well. Whenever I launched Chrome: It takes time to open, or sometimes it doesn't open It froze immediately, or It would run, but the pages wouldn't load I lived with this issue for months, then switched to Brave, but I always tried to fix it because Chrome is my go-to browser all the time. Before I found the fix, I tried: Reinstalling Chrome Removed all the extensions Cleared cached and profile data Restarting the laptop Go to your Chrome settings Now, in the settings, select the System option, and you'll see options like these or maybe other options as well. I disabled the "Use graphics acceleration when available" option, and it worked fine afterwards without any freezes occurring. After disabling it, restart Chrome. I'm not sure of the exact details, but ChatGPT explained it to me in a clear and organised manner., I wish I had tried this sooner, but you know what? I got my Chrome working normally again, and I am very happy. Did this fix work for you? Got a different solution that helped? Drop a comment or connect with me - I'd love to hear your experience!  ( 4 min )

For developers, building apps or platforms that require up-to-date exchange rates means integrating a reliable currency exchange free API. These APIs are essential tools for applications dealing with e-commerce, travel booking, financial tracking, or any service with international users. In this article, we’ll explore what a currency exchange API is, the benefits of using a free one, the top features to look for, and a few leading providers that offer powerful and easy-to-integrate solutions. What Is a Currency Exchange API? A currency exchange API is a service that provides real-time or historical exchange rate data between different currencies. It allows developers to retrieve and use this data programmatically through endpoints that return data in formats such as JSON or XML. For exampl…  ( 5 min )

Introduction Traditional clinical trials are fraught with inefficiencies. The manual transcription of participant interviews, the laborious process of clinicians documenting observations, and the time-consuming effort of ensuring protocol compliance contribute to significant delays and inflated costs. These manual processes are not only resource-intensive but also prone to human error, potentially impacting data accuracy and the integrity of trial results. Voice data, in the form of spoken interviews and dictated notes, represents a vast, untapped reservoir of rich, qualitative information. However, extracting actionable insights from this unstructured data has historically been a significant hurdle. The advent of sophisticated AI technologies, particularly ASR and LLMs, offers a transform…  ( 14 min )

We are welcoming you to our weekly digest! Here, we discuss the latest trends and advancements in account abstraction, chain abstraction and everything related, as well as bring some insights from Etherspot’s kitchen. The latest news we’ll cover: Heima and EIP-7702: Omni-Accounts to Simplify Wallets Okto x Etherspot: How Abstraction Changes Everything In Web3 Biconomy Leverages EIP-7702 for Gasless, Multi-Chain MEE Transactions Stellar Backs HOT Labs with $250K to Integrate Multi-Chain Wallet Please fasten your belts! Heima Network, a Layer-1 full-stack chain abstraction protocol, has announced its Omni-Account module built on EIP-7702, enabling one of the lightest forms of account abstraction available without requiring wallet migrations or bundlers. The article underscores how developers…  ( 6 min )

Best Programming Languages for Beginners: Where to Start in 2025 You want to start coding. But you’re staring at a wall of options. Python. JavaScript. C++. Swift. Go. Kotlin… And you're wondering: Which language should I actually learn first in 2025? Let’s simplify this. Here’s your no-BS, beginner-focused guide. AI is mainstream—meaning Python’s even more relevant. Web3 and mobile dev are growing fast. Hiring managers care more about projects than degrees. Bootcamps and self-learning beat college for many roles. Code copilots and AI dev tools are speeding up learning curves. More remote-first dev jobs are opening globally. Bottom line? You don’t need to master everything. You just need a language that: Matches your goals Has a supportive community Gets you building fast Scales with you …  ( 6 min )

I'm adding a payment feature to my website https://chat-tempmail.com, and I've chosen creem.io as the payment tool. While coding, I encountered an issue: For example, my VIP costs $5, and SVIP costs $10. When upgrading from VIP to SVIP, the user should only pay the price difference of $5. Should I: Create a dedicated "price difference" product for this case? Pass a fixed discount code when creating the order? Or is there another approach to handle this? Looking for the best practice to implement this logic.  ( 3 min )

Finally, Let Me Clear This Up Once and for All What we call programming is really just manipulating computer memory Now, a programming language is a tool humans designed But in other languages I can just say: Assembly language was created so that we don’t forget the name of a variable in memory addr... Instead of memorising the addr we can store it as short addr... Other languages I believe later tried to simplify the process... But here’s the twist Computers only understand 1 and 0 while humans understand sentences better than numbers. (E.g. if I ask you to memorise 1011011... it becomes hard. Goal is to write sentences (syntax) that we can remember. Also, programming languages themselves need to be understood by the computer. And guess what? Those compilers and interpreters are themselves programs—written in other programming languages (e.g. C++ or C)! That is... This creates a fascinating cycle Programs to write programs that write programs. Each layer builds upon the previous, hiding the complexity just so that humans can create increasingly powerful software without dealing with the tiniest detail of the hardware. So, when you ask... The answer is: Humans did. At the end of the day... It speeds up our development of a project.  ( 4 min )

This article systematically introduces the basic components of a program in the Cangjie programming language, covering the definition of the main function, the use of packages and modules, variable types, scope, and code structure principles. It aims to help developers understand the overall structure of Cangjie programs. Keywords Program entry point Main function Packages and modules Variable types and scope Value types and reference types Code structure and specifications I. Program Entry Point and Main Function 1.1 Definition of the Main Function main(): Int64 { // 程序代码 return 0 } 1.1 Definition of the Main Function 1.2 Parameters and Return Values Optional parameter Array for command-line input. II. Packages and Modules 2.1 Defining Packages package cjcDemo import std.math.* III. Program Structure and Top-Level Scope 3.1 Scope let globalVar = 2023 func globalFunc() {} struct CustomStruct {} class CustomClass {} enum CustomEnum { OptionA | OptionB } main(): Int64 { println(globalVar) return 0 } Output: 2023 IV. Variable Definition and Usage 4.1 Variable Modifiers let a: Int64 = 20 var b: Int64 = 12 b = 23 println("${a} ${b}") 20 23  ( 4 min )

“Frameworks come and go. But standards stay forever.” If you’ve ever rebuilt the same button or dropdown three times — once for React, once for Angular, and again for Vue — you already know the pain of UI fragmentation. That’s exactly what inspired me to write this in-depth piece on HackerNoon: Web Components: Build UI Kits for All UI Frameworks AND to distill all my expertise into a Udemy online course: Web Components: The Ultimate Guide from Zero to Hero Web Components are not “just another tech.” They’re a native browser standard — meaning: With Custom Elements, Shadow DOM, HTML Templates, and Slots, you can encapsulate logic and styles while keeping your UI reusable across multiple projects — even if your teams use completely different stacks. Here’s the core idea: You write once — a…  ( 5 min )

Authors: Dhanush Date: 2025‑05‑22 Provide an OpenAI‑compatible REST/WS endpoint backed by self‑hosted LLMs that supports: • Low‑latency inference • Hot‑reload LoRA adapters for continual fine‑tune • Optional RAG retrieval • Multi‑tenant data isolation Goals Non-Goals Drop-in replacement for chat/completions, embeddings, fine-tunes Training giant base models from scratch Sub-second P90 latency for ≤4k context (7B-13B params) Supporting 70B+ models in v1 Fine-tune on new data ≤15 min turnaround, hot-swap without downtime Human RLHF pipeline RAG over customer docs (S3 / SharePoint / Git) Automatic doc-chunking heuristics Explosion of local-LLM serving projects (vLLM, Ollama, OpenLLM, …) Need for data residency + PII control prohibits external APIs Continual-learning vs…  ( 4 min )

What is HTML? Think of HTML as the skeleton of a web page. It tells the browser: What text to display Where to place images, videos, or links How content is organized (headings, paragraphs, lists, etc.) How HTML Works in the Browser You Write HTML Code You Open the File in a Browser The Browser Parses the HTML , and sections. The Browser Builds the Page It displays content (like text, images, and videos) inside the . It applies styles from CSS (if linked or embedded). It runs JavaScript for interactivity (if included). Result: A Visual Web Page Key Point: Would you like this as a visual diagram too? Unlock the Web — One Day at a Time Clear explanations, hands-on examples, and daily lessons make it easy and fun. No experience? No problem. Click here to get your copy Grab your copy now and take the first step into the digital world!  ( 4 min )

Let’s be real, hardcoding fontSize: 16 in your React Native app might look okay on your test device... but then your friend opens it on their monster-sized phone and it's barely readable. Or worse, your layout breaks. 🌟 The problem? Font sizes in React Native don’t scale by default. In this article, I’ll walk you through how to fix that once and for all using: A simple responsiveFontSize() utility, A reusable custom component Let’s make your typography look 🔥 on every screen. Take this simple line of code: Hello world! On an iPhone 11? Great. On an iPhone 16 Pro Max? It looks like a tiny label from 2012. On a budget Android? It might get chopped off (chopped 🫢). We’re designing for a huge range of screen sizes and pixel densities, and stat…  ( 6 min )

Hello DEV community! After months of work, I’m excited to share my open-source project websocket-cross-server-adapter — a WebSocket distributed communication framework built on top of Node.js’s native ws module. This framework is designed to enable seamless collaboration across multiple servers and meet the high concurrency demands of real-time applications. Whether you’re working on multiplayer real-time games, high-concurrency business systems, real-time collaboration, chat, or microservices event delivery, WebSocket distributed architecture remains a core challenge. This lightweight yet feature-rich framework solves these challenges by: Extending ws with heartbeat detection, automatic reconnection, message callbacks, and room management Using Redis Pub/Sub to synchronize messages efficiently across multiple nodes Providing a unified front-end and back-end protocol, purely in JavaScript Supporting both standalone and distributed deployment without requiring changes to business logic Featuring a simple architecture with only two core classes for easy and flexible extension Suitable scenarios Multiplayer real-time game servers Real-time chat and collaboration applications Microservices event bus and cross-service communication Any system requiring cross-server WebSocket message synchronization The project includes detailed documentation, example code, and a complete API reference for quick onboarding. You can check it out here: npm: websocket-cross-server-adapter GitHub: LiuYiSong/websocket-cross-server-adapter I’m actively developing this project and warmly welcome everyone to try it out and provide valuable feedback or suggestions. Your input will help improve and refine the framework! Looking forward to building a more stable and efficient distributed WebSocket communication solution together!  ( 3 min )

Like, we’ll ship a working endpoint and think the job’s done. No error codes you can trust Docs that forgot half the parameters Rate limits? Surprise! Versioning? What versioning? I get it — MVPs move fast. But when did “just hit the endpoint and pray” become an acceptable dev experience? 🧩 I’d love to hear from the devs here: What’s your personal API design rule you wish more teams followed? Or even better — what’s the most elegant API you’ve ever worked with?  ( 3 min )

INTRODUCTION In today’s digital landscape, email security is critical. External emails pose risks such as phishing, malware, and social engineering attacks. Adding a security disclaimer to external emails in Microsoft Exchange Online helps alert users to exercise caution when interacting with messages from outside your organization. This guide provides a step-by-step process to create a transport rule (mail flow rule) in Exchange Online that appends a customizable security message to all incoming external emails. By the end, you’ll enhance user awareness and reduce risks associated with external communications. Prerequisites - Exchange Online Access: - Message Content: Visit https://admin.exchange.microsoft.com. Log in using your Microsoft 365 admin account. In the left pane, select Mai…  ( 4 min )

Article originally published here : https://alsohelp.com/blog/unpoly-outclasses-hotwire Here is what do they have in common : Both are frontend web tools Both aim to "make web UI snappy like React", without using any React-like framework Both tries to respect the web "as it is", avoiding un-necessary JS layer Both play with plain old HTML render (like Laravel, Rails or Django) Both are born inside a Ruby-on-Rails based company Now here is how Unpoly and Hotwire complexity compares, and why I think Unpoly is so far the best front-end tool, at least in terms of low-tech and low-complexity. I'm not a good drawer I know, but here is the idea : Hotwire is far simpler than React. But Unpoly is even simpler. However, if you try to go back to plain old vanillaJS/jQuery, you end up with a complexit…  ( 4 min )

The BoldSign Postman collection makes it really easy for you to effectively work with BoldSign APIs to build and test your applications in the Postman app itself. This article provides a step-by-step guide for exploring and testing these APIs by sending HTTP requests and receive responses. Simply create a free sandbox in BoldSign to get started. Let’s dive in and start exploring BoldSign eSignature APIs in Postman collection! You can start by forking the BoldSign API collection to your workspace by clicking the button below. This creates a copy of the original collection under your workspace so that you can make further modifications to it. Run in Postman If you want to view the BoldSign page in Postman or view the BoldSign API collection, you can do so by following the links before forkin…  ( 5 min )

I recently acquired Netatmo smart radiator valves to manage my rooms' temperature remotely. I'm not skilled at manual tasks, but I could easily replace the old thermo-static valves. I then registered the smart ones in the Netatmo app. Finally, I integrated them in my Home Assistant via the dedicated Netatmo integration. Everything was very straightforward. I noticed that each valve not only allows remote control but also offers a state with several attributes. I wanted to extract the room's temperature indicator from it. It was not as easy as I thought it was, so I want to describe how I managed to achieve it. By default, the Netatmo valve displays a multi-valued state. To check, go to the Developer Tools > States menu. You can use a filter to find the device. Entity State Attributes …  ( 4 min )

Unlock the full potential of Salesforce Flow in 2025 with expert tips and real-world use cases. Learn how to automate smarter — not harder — with advanced strategies that streamline workflows, boost productivity, and simplify complex business logic. Perfect for admins, developers, and business users ready to master next-gen automation. SalesforceFlow SalesforceAutomation SalesforceTips2025 FlowBuilder CRMWorkflow AutomateSmarter SalesforceAdmin BusinessAutomation DigitalTransformation  ( 3 min )

Manufacturing has always been a complex balancing act—managing cost, quality, efficiency, and supply chains. Today, predictive analytics is helping manufacturers achieve that balance more effectively by unlocking insights hidden in their data. Whether it’s preventing machinery breakdowns or improving production schedules, predictive analytics is making manufacturing smarter and more efficient. In short, it’s the use of data models to forecast events before they happen. It goes beyond traditional reporting and dashboards by leveraging AI/ML algorithms to suggest proactive actions. Examples include: Predicting machine failures before they occur Forecasting customer demand Identifying quality issues early in the line Anticipating supply chain disruptions Predictive Maintenance: Algorithms detect patterns that typically precede defects—helping teams intervene before waste occurs. By predicting demand accurately, manufacturers can keep optimal inventory levels and reduce carrying costs. Some manufacturers use analytics to monitor energy usage and forecast high-consumption periods, enabling cost-saving actions. Data Collection: IoT sensors, machine logs, ERP data Data Processing: ETL pipelines, cloud-based data lakes Modeling: Python, R, TensorFlow, Azure ML Deployment: Real-time dashboards, API endpoints, embedded analytics You don’t need to boil the ocean—start with a single problem area like downtime or product defects and iterate. With tight margins and high customer expectations, manufacturers can't afford reactive strategies. Predictive analytics provides a strategic edge by reducing waste, improving efficiency, and driving innovation. 👉 Read the full article here.  ( 3 min )

In the modern era of hybrid work, cloud-first strategies, and digital transformation, businesses require more than just basic productivity tools—they need comprehensive platforms that ensure security, scalability, and collaboration. Microsoft 365 E3 stands at the forefront of enterprise innovation, providing an all-in-one solution designed to meet the complex demands of today’s digital workspace. This blog post explores how Microsoft 365 E3 empowers enterprises to boost productivity, secure sensitive data, streamline collaboration, and future-proof their operations. Whether you’re a business owner, IT administrator, or digital professional, understanding the potential of Microsoft 365 E3 is crucial for staying ahead in a competitive environment. One of the most significant advantages of Mi…  ( 5 min )

Large Language Models (LLMs) are becoming more powerful, but without context, they're limited in how much they can do. The Model Context Protocol (MCP) is a new open standard for how applications provide context to LLMs. Starting in Encore v1.47.0, an MCP server is available for all Encore applications. You run it locally with encore mcp start, which makes your app accessible to any MCP-compatible tool, such as Claude Desktop, IDEs like Cursor, or other AI-powered assistants. The MCP Server enables AI tools to deeply introspect your application to understand its architecture, APIs, infrastructure, and runtime data in a structured way. This means AI tools can more accurately generate code, validate changes, and help with other development tasks like debugging. With the MCP Server, you can n…  ( 5 min )

Unlock the full potential of Salesforce Flow in 2025 with expert tips and real-world use cases. Learn how to automate smarter — not harder — with advanced strategies that streamline workflows, boost productivity, and simplify complex business logic. Perfect for admins, developers, and business users ready to master next-gen automation. SalesforceFlow SalesforceAutomation SalesforceTips2025 FlowBuilder CRMWorkflow AutomateSmarter SalesforceAdmin BusinessAutomation DigitalTransformation  ( 3 min )

You all have heard about WhatsApp right? But only some of us know that this global messaging platform used by billions of users is built by leveraging offshore software development teams. This shows that how this approach allows you to tap into global talent pool. It offers innovation, reduced costs, and accelerated time to market along with top-tier quality. In 2025, offshore services is s strategy used by many companies to stay competitive in this digital era. Many companies see offshore development as a cost-saving option but let me clear. Apart from cost, it also offers agility and innovation. Predictions states that it will reach to $389.7 billion by 2033, compared to $151.9 billion in 2025. These stats displays the confidence businesses are showing in offshore teams to offer high-quality and scalable software solutions. Cost Efficiency For example skilled developers from India only charge between $20-50 per hour, whereas Latin America and Eastern Europe provide same expertise with higher rates. Businesses can use this cost advantage to operational expenses, recruitment, and infrastructure. This makes offshore development a budget friendly option for startups and as well as enterprises. Access to Global Talent Scalability and Flexibility Faster Time-to-Market Conclusion offshore over nearshore is not just about following trends but a strategic move aligned with your business requirements. Offshore software development is not just a trend but a transformative approach shaping the future of technology.  ( 4 min )

When it comes to protecting your web apps, choosing the right reverse proxy and Web Application Firewall (WAF) combo can make or break your defense. Nginx, Caddy, Traefik — they’re fast and powerful, but are they secure enough out of the box? In this article, we’ll compare three of the most popular reverse proxies with SafeLine WAF, a rising open source WAF that’s built for modern traffic analysis, rule-based blocking, and AI-powered detection. Whether you're a DevOps engineer, security analyst, or indie developer, read on to see which one is the best fit for your stack in 2025. Feature Nginx + ModSec Caddy Traefik SafeLine Reverse Proxy ✅ ✅ ✅ ✅ WAF Capability ✅ (via ModSecurity) ⚠️ (limited plugins) ⚠️ (limited) ✅ Built-in TLS/HTTPS ✅ ✅ Auto TLS ✅ ✅ Web UI ❌ ⚠️ (minimal) ✅ ✅ …  ( 4 min )

This Week's AI News Updates (May 22, 2025) 🚀 ✅ Google integrates GitHub codebase with 'Gemini' to enhance AI coding capabilities https://techcrunch.com/2025/05/14/googles-gemini-chatbot-can-now-more-easily-analyze-github-projects/ ✅ OpenAI launches 'Codex' AI coding agent: "Advancing beyond vibe coding" https://www.wsj.com/articles/openai-launches-new-ai-coding-agent-c8dabc60 ✅ Microsoft intensifies AI investment, announces 3% workforce reduction https://nypost.com/2025/05/13/business/microsoft-layoffs-hit-3-of-global-workforce-roughly-7k-employees/ ✅ ChatGPT to introduce 'MCP' feature: Combining generative AI with user-customized control https://x.com/btibor91/status/1922906062690079080 ✅ Anthropic's next model to launch next month: Enhancing agent capabilities through iterative reasoning and tool usage https://techcrunch.com/2025/02/13/anthropics-next-major-ai-model-could-arrive-within-weeks ✅ Tesla unveils dancing 'Optimus' robot video: From ballet to tap dance https://x.com/AISafetyMemes/status/1920876847207739756 ✅ Unitree heralds an era where robots battle in the octagon, announcing the world's first robot MMA event https://x.com/TheHumanoidHub/status/1923087269914706414 ✅ OpenAI expands ChatGPT with GPT-4.1 AI models featuring advanced coding capabilities https://www.gadgets360.com/ai/news/openai-gpt-4-1-ai-models-chatgpt-expansion-advanced-coding-features-8419778 ✅ Nvidia-backed CoreWeave to invest up to $23 billion this year to meet surging AI demand https://www.reuters.com/business/nvidia-backed-coreweave-beats-first-quarter-revenue-estimate-2025-05-14/ ✅ 'From idea to product': How Figma is redesigning workflows with its new lineup https://www.techradar.com/pro/from-idea-to-product-how-figma-is-redesigning-workflows-with-its-new-line-up  ( 3 min )

InkLytic was created as an AI Content Lab to solve a specific problem: the endless loop of prompt tweaking in modern LLM-driven content creation. Prompt engineering works — until it has to scale. A single prompt might produce decent output for a blog post, but when the format changes, or the tone needs adjustment, or the audience shifts, the process starts over: rephrase, test, tweak. Here’s a typical example from early experimentation: Write a short and engaging social media post about Lionel Messi’s recent goal in the MLS. Use an excited and informal tone. Add a light-hearted emoji or two. The message should be no more than 280 characters. End with a question to encourage comments from fans. It works — once, but then comes the need for a shorter version, more formal version for Facebook,…  ( 4 min )

A post by Lorenzo Zarantonello  ( 2 min )

Want the best Smartling alternative for enterprise use? Or are you simply wondering, “Is Smartling right for my company?” You’re in luck — plenty of alternatives to Smartling translation software are available. While Smartling is a popular CAT tool, there are several reasons you might be searching for enterprise Smartling alternatives. However, you must consider the fact that all premium CAT software is a significant investment. You should get clear on why exactly you’re looking for a better alternative to Smartling. That way, you don’t adopt another platform that presents the same challenges you encountered with your original software. In this post, we explore potential Smartling drawbacks and user-specific needs you might identify with. You’ll benefit from learning the following: Why som…  ( 8 min )

Meet the Network Layer—the unsung hero that makes sure your data doesn’t end up in Antarctica when you’re trying to stream Stranger Things. Let’s dive into how it routes your data like a digital road trip! 🚗 What Is the Network Layer? Imagine you’re planning a cross-country road trip. You need a map, directions, and a way to avoid traffic jams. The Network Layer is like your GPS—it routes data packets from point A to point B, making sure they don’t get lost in cyberspace. "The Network Layer: Because no one wants their Netflix stream rerouted to a server in Belarus." Switching: How Data Chooses Its Path Data doesn’t just magically appear on your screen—it takes a journey. There are two main ways it travels: 1. Circuit Switching (Old-School Landline Style) How it works: Befor…  ( 5 min )

Three years ago, I started my journey as a frontend developer. Excited, confused, and curious. Since then, I’ve built real projects, made mistakes, joined a team, launched features, and evolved with the tools and trends. Here’s what I’ve learned. Not just technically, but also mentally and professionally that I wish I knew from day one. 🎯 Focus Beats Curiosity When It Comes to Tech At the start, I tried to learn React, Vue, and Angular all at once thinking I had to know everything to be “good.” But eventually, I realized: depth beats breadth. Now, I’ve chosen React as my core tool and I continuously deepen my understanding of it while ignoring the pressure to chase every new trend. 🧱 Fundamentals Are Everything You can’t truly understand frameworks without knowing the basics of HTML, CSS…  ( 4 min )

1. Introduction Visual quality inspection is a critical process in many industrial settings, from manufacturing assembly lines to agricultural sorting. Traditionally, these inspections have relied on manual human effort or fixed rule-based machine vision systems. However, with increasing product complexity and the demand for higher throughput, these approaches often fall short in terms of accuracy, scalability, and adaptability. This is where machine learning (ML) offers a transformative solution, enabling automated, intelligent defect detection. While cloud-based ML inference is powerful, many industrial applications necessitate "edge inference." This means deploying ML models directly onto devices located close to the data source – on the factory floor, in remote facilities, or on autono…  ( 21 min )

Microsoft 365 F1 is tailored for frontline workers who need secure, streamlined access to essential tools without the complexity of full desktop applications. While the plan supports core communication and collaboration features like Teams and Outlook (web/mobile only), it offers limited capabilities when it comes to scripting and automation. Users on the F1 plan do not have access to full desktop versions of Office apps, which restricts the use of advanced scripting tools like VBA macros in Excel or Word. Users on Microsoft 365 F1 can access Power Automate, but only at a basic level. This means they can create simple workflows using standard connectors—such as automating approval requests or notifications via Microsoft Teams. However, premium connectors and advanced process automation are not available under this plan. Organizations that require more complex automation across apps and services will need to consider a higher-tier license to unlock those features. While end-users face scripting restrictions, IT administrators managing Microsoft 365 F1 environments do have access to some administrative scripting capabilities via PowerShell. This allows them to automate user provisioning, license management, and certain security configurations. However, these tasks are limited to what’s permissible within the F1 license scope and do not extend scripting capabilities to the end-users themselves. If your business requires users to run scripts, develop custom solutions, or build automated workflows across multiple services, Microsoft 365 F1 may not be sufficient. Plans such as Microsoft 365 Business Standard, E3, or E5 offer full desktop apps, broader access to Power Automate, Microsoft Graph API, and more advanced scripting environments. Upgrading to one of these tiers ensures your team has the flexibility and tools needed for deeper customization and process automation.  ( 3 min )

"Bro, you don’t always need to be online to work on your schema." That’s what I told a colleague last week - and I wasn’t joking. Ever been on a plane, in a train, or just in a boring hotel room during a work trip, and suddenly you figure out a better way to organize your database structure? Yeah. Same here. That’s where DbSchema’s Offline Design mode becomes a real lifesaver. You can literally open your laptop anywhere, without any connection to the production database, and start sketching ideas directly into the visual model. DbSchema doesn’t require a live connection to a database to get to work. It maintains its own local model of your schema, so you can: Create new tables and columns Define foreign keys (even virtual ones for NoSQL) Refactor structures, rename things, test normalizat…  ( 4 min )

Shopify just dropped two major updates that can seriously boost your theme development workflow: Horizon – 10 new free themes by Shopify. AI-generated theme blocks – Powered by Shopify Magic. If you’re working on a storefront, these updates are worth your time. All 10 themes are free Built by Shopify with performance, accessibility, and best practices Support the latest Shopify features Designed for industries like fashion, electronics, and home decor No third-party code — fully maintained by Shopify Long-term support and regular updates Mobile-first and optimised for conversions Easy to customise with Shopify’s theme editor Great base for custom or headless builds URL - https://themes.shopify.com/collections/horizon-themes Shopify Magic now helps you generate theme blocks directly in the theme editor. No coding needed. Saves time when building or customising sections Suggests layout blocks based on natural language prompts Reduces reliance on developers for common layout tweaks Great for non-technical users or rapid prototyping Just open the customiser, choose to add a new block, and let Shopify Magic do the rest. It supports a range of block types, like: Image with text FAQ sections Product highlights Testimonials You can always fine-tune the output manually. More info: Shopify Magic – Theme Blocks These two updates simplify both design and development: Horizon gives you quality themes without cost Shopify Magic cuts down time spent building layouts Have you tried either yet? Which theme or feature made the biggest difference for you? Let’s chat in the comments.  ( 3 min )

Connecting Hall effect sensors to your microcontroller (MCU) is straightforward, but depends on whether you're using a digital or analog Hall sensor. Step 1: Determine Your Sensor Type Step 2: Wiring Diagram Digital Hall Effect Sensor (e.g., A3144) Vcc: Connect to 3.3V or 5V (check sensor datasheet) GND: Ground OUT: Connect to digital GPIO input Circuit: Add a pull-up resistor (~10kΩ) between OUT and Vcc (if not already onboard). OUT will go LOW when a magnet is detected, HIGH otherwise. plaintext [ A3144 Sensor ] Vcc --- 3.3V or 5V GND --- GND OUT --- GPIO (with 10kΩ pull-up to Vcc) MCU Code (Polling Example in C): c if (HAL_GPIO_ReadPin(GPIOB, GPIO_PIN_0) == GPIO_PIN_RESET) { // Magnet detected } Analog Hall Sensor (e.g., SS49E) Vcc: 3.3V or 5V GND: Ground OUT: Analog voltage (connect to ADC pin) Circuit: No pull-up needed. Output voltage is typically mid-scale (e.g., ~2.5V) when no magnetic field is present. Varies higher or lower depending on magnetic field direction and strength. plaintext [ SS49E Sensor ] Vcc --- 3.3V or 5V GND --- GND OUT --- ADC pin (e.g., PA0) MCU Code (STM32 ADC Example): c uint32_t adc_val = HAL_ADC_GetValue(&hadc1); // Convert to voltage float voltage = (adc_val * 3.3) / 4095.0; Step 3: Setup in STM32CubeMX (If using STM32) Digital Sensor: Configure GPIO as input, optionally with interrupt. Analog Sensor: Enable ADC, select correct pin, and configure sampling time. Tips Check your Hall sensor's operating voltage before connecting to a 3.3V or 5V MCU. Use decoupling capacitors (0.1µF) near the sensor for noise filtering. For multiple sensors, assign each to a separate GPIO or ADC channel. Use interrupts for real-time edge detection with digital sensors.  ( 3 min )

When it comes to landing your dream job, nailing the technical questions is only half the battle. Today, most employers are just as interested in how you handle real-world challenges, work with others, and grow from experience. That’s where behavioral interview questions come in. Mastering these questions not only helps you stand out from other candidates, but also proves that you’re ready to thrive in any workplace environment. Here are the top 30 behavioral interview questions to help you stand out and feel confident. 💪🏻 Interviewers want to see how you manage conflict and maintain professionalism. A poor response could signal a lack of emotional intelligence or teamwork. Answer: This reveals your stress management skills and ability to prioritize under pressure, a key trait in dynamic…  ( 10 min )

Introduction to MongoDB Installation & Database Creation CRUD Operations Embedded Documents and Arrays Validation Rules - Enforcing Structure in MongoDB Visualize MongoDB Relationships (Embedded vs Referenced) (You are here). MongoDB is flexible, fast, and great for modern applications. But that flexibility comes with a challenge: how do you organize and connect your data without the strict structure of relational databases? In this article, we’ll break down how relationships work in MongoDB using two main approaches: referencing and embedding. Then we’ll look at how you can bring structure and visibility to those connections using virtual relationships in DbSchema - a visual design tool for MongoDB. Referenced relationships work a lot like foreign keys in traditional SQL databases. One do…  ( 5 min )

Linting tools like ESLint have become an essential part of modern JavaScript development. They help enforce code quality, prevent bugs, and maintain consistent codebases across large teams. But few developers understand how lint rules work behind the scenes. At the core of this powerful system is a data structure known as the Abstract Syntax Tree (AST). This article will demystify lint rules by showing how they interact with ASTs, provide examples, and even demonstrate how to write your own custom lint rule using ESLint. A linter is a static code analysis tool. It scans your code without executing it, looking for issues like: Syntax errors Bad practices Style violations Code smells Security flaws Popular JavaScript linters: ESLint – Highly configurable and plugin-based. Prettier – An opini…  ( 5 min )

This is a submission for the Postmark Challenge: Inbox Innovators. What I Built Demo Code Repository How I Built It  ( 2 min )

Technology plays a central role in today’s business environment. Laptops and mobile phones are essential tools for communication, administration, and day-to-day operations. For small business owners, sole traders, and freelancers, the question often arises: Can these items be claimed as business expenses on your tax return? What Makes a Business Expense Tax-Deductible? To claim a deduction, an expense must be directly related to earning your business income. According to the ATO, a deductible expense must: Claiming a Laptop for Business A laptop can be claimed as a business expense if it is used to perform work-related tasks such as: Managing business emails and communications Accessing work-related software or tools Preparing reports, invoices, or documents Attending virtual meetings …  ( 6 min )

As the most commonly used data processing language, SQL is widely used in many scenarios, such as query and batch operating. When the amount of data is large, SQL (and stored procedure) often leads to very slow running. In this case, it needs to optimize SQL. To optimize SQL, there are some specific systemized ways. Normally, we need to check the execution plan first to find out the reason, and then recode in a targeted manner to achieve the purpose of optimization. For example, for the judgment of continuous numbers, we can use between to replace in, use the select statement to specify the field name, use union all to replace union, and rewrite exists into join. Of course, some optimization methods are available in practice, such as creating an index, and using temporary table/aggregation…  ( 13 min )

Translating presentations has become a critical part of global communication. Whether you're an educator, business professional, or content creator, knowing how to translate a PowerPoint presentation into Spanish is a skill that can open doors to a wider audience. In this article, we’ll walk you through the full process and explore how to translate PowerPoint to Spanish efficiently using modern tools, including AI. Spanish is the second most spoken language in the world by native speakers. When you translate your slides into Spanish, you're making your content accessible to over 460 million people. Whether you're sharing educational content, pitching an idea, or presenting data, providing a PowerPoint presentation in Spanish builds inclusivity, engagement, and reach. Let’s dive into how to…  ( 5 min )

Changing your schema is part of everyday development, and ALTER TABLE ADD COLUMN is the go-to command for doing it in SQL. Whether you’re using PostgreSQL, MySQL, Oracle, or SQL Server, this command helps you evolve your tables without losing data. Here's how it works—and how to do it right. PostgreSQL/MySQL ALTER TABLE orders ADD COLUMN status VARCHAR(50); SQL Server ALTER TABLE orders ADD status VARCHAR(50); Oracle ALTER TABLE orders ADD (status VARCHAR2(50)); Define constraints from day one ALTER TABLE employees ADD COLUMN start_date DATE NOT NULL; Use meaningful names ALTER TABLE inventory ADD COLUMN last_checked DATE; Set defaults wisely ALTER TABLE tickets ADD COLUMN priority VARCHAR(10) DEFAULT 'normal'; Don’t add unnecessary columns—normalize instead. Update app logic immediately to reflect schema changes. Avoid blocking queries in production environments. Tracking reviews on a product table: ALTER TABLE products ADD COLUMN review_count INT DEFAULT 0; Keeps your schema clean while adding a useful feature. Not a fan of raw SQL? Find your table Click “Alter Table” Add your column Preview SQL Click “Execute” It’s that simple in DbVisualizer. Yes, using ALTER TABLE ... DROP COLUMN ... Use UPDATE to fill new columns with calculated values. Some do. PostgreSQL, yes. MySQL, not always. ALTER TABLE ADD COLUMN is more than just a syntax trick—it’s a key part of adapting to change. Use it wisely, document your updates, and lean on tools like DbVisualizer when needed. For more SQL patterns and tooling tips, check out the ALTER TABLE ADD COLUMN in SQL: A Comprehensive Guide.  ( 17 min )

关键词：一多、响应式、媒体查询、栅格布局、断点、UI 随着设备形态的逐渐增多，应用界面适配也面临着很大问题，在以往的安卓应用开发过程中，往往需要重新开发一套适用于大屏展示的应用，耗时又耗力，而鸿蒙提供响应式开发的解决方案，提供系统级的接口供开发者调用，从而使得一款应用一套代码能同时运行在不同形态的设备上，也能给用户带来很好的交互体验。 本期文章以轮播图、Tab栏、列表为例，配合栅格布局与媒体查询，进行 UI 的一多开发。 本期完整代码已提交至gitee：one2More 鸿蒙提供断点以应用窗口宽度为切入点，将应用窗口在宽度维度上分成了几个不同的区间即不同的断点，不同设备会进入到不同的断点区间，在不同的区间下，我们可以可根据需要实现不同的页面布局效果。具体的断点对应的设备尺寸如下所示。 断点名称 取值范围（vp） xs [0, 320） sm [320, 600) md [600, 840) lg [840, +∞) 媒体查询支持监听窗口宽度、横竖屏、深浅色、设备类型等多种媒体特征，当媒体特征发生改变时同步调整页面布局。我们可以借助媒体查询能力，监听断点的变化。 栅格组件默认提供xs、sm、md、lg四个断点，除了默认的四个断点，还支持启用 xl 和 xxl 两个额外的断点，我们只需要在 GridRow() 组件的 breakpoints 属性中依次设置对应断点的尺寸，可自行对断点设备的尺寸进行设置从而满足自己尺寸的业务需求，当然还是更推荐使用默认的断点尺，如果使用到媒体查询，和自定义尺寸保持一致即可。 breakpoints 数组中最大可写 5 个尺寸，对应 6 个断点范围，且断点值后面必须加上vp单位。 reference 属性代表 GridRow 宽度变化随屏幕变化，还是随当前局部区域尺寸变化（因为在实际场景中，存在应用窗口尺寸不变但是局…  ( 4 min )

hdc（​​HarmonyOS​​ Device Connector）是 HarmonyOS 为开发人员提供的用于调试的命令行工具，通过该工具可以在 windows/linux/mac 系统上与真实设备或者模拟器进行交互。 全局参数是指运行部分hdc命令时，可以跟随在hdc后面的参数，例如： 选择指定的设备执行命令，使用-t参数： hdc -t connect-key shell echo "Hello world" shell 参数 说明 -t 连接指定的目标设备，连接一台设备时为可选参数，连接多台设备时为必选参数。 -l 可选参数，指定运行时日志等级，范围为数字0-6，默认为3（LOG_INFO）。 -s 可选参数，指定客户端连接服务端时，服务进程的网络监听参数，格式为ip:port。 -p 可选参数，绕过对服务进程的查询步骤，用于快速执行客户端命令。 -m 可选参数，使用前台启动模式启动服务进程。 命令 说明 list targets 查询已连接的所有目标设备。 wait 等待设备正常连接。 tmode usb 该命令已经废弃，不会实际操作设备连接通道，需要在设备设置界面通过USB调试开关进行设置。 tmode port 打开设备网络连接通道。 tmode port close 关闭设备网络连接通道。 tconn 指定连接设备：通过“IP地址：端口号”来指定连接的设备。 shell 在设备侧执行单次命令。 install 安装指定的应用文件。 uninstall 卸载指定的应用包。 file send 从本地发送文件至远端设备。 file recv 从远端设备发送文件至本地。 fport ls 列出全部转发端口转发任务。 fport 设置正向端口转发任务：监听“主机端口”，接收请求并进行转发， 转发到“设备端口”。 rport 设置反向端口转发任务：监听“设备端口”，接收请求并进行转发，转发到“主机端口”。 fport rm 删除指定的端口转发任务。 start 启动hdc服务进程。 kill 终止hdc服务进程。 hilog 打印设备端的日志信息。 jpid 显示设备上所有开启了JDWP调试协议的应用的PID。 track-jpid 实时显示设备上开启了JDWP调试协议的应用的PID和应用名。 target boot 重启目标设备。 target mount 以读写模式挂载系统分区（非root的设备不可用）。 smode 授予设备端hdc后台服务进程root权限， 使用-r参数取消授权（非root的设备不可用）。 keygen 生成一个新的秘钥对。 version 打印hdc版本信息，也可使用hdc -v打印版本信息。 checkserver 获取客户进程与服务进程版本信息。 找到dev eco安装地址中的toolchains目录复制即可 配置环境变量，直接在菜单搜索“环境”二字即可，打开“编辑账户的环境变量”，双击“系统变量”中的Path，点击新建，粘入刚才复制的hdc目录地址，点击确认。 重新打开cmd窗口，输入 hdc -v 出现内容即代表hdc环境变量配置成功。  ( 3 min )

If you're building a Laravel app and using the default authentication out of the box... You're doing the bare minimum. That’s not always enough. Hackers are smarter. Users are pickier. Security isn't a feature anymore — it's your app's first line of defense. Let me show you how to build a robust, secure authentication system in Laravel that protects your users — and your reputation. Your Job Laravel is developer-friendly, powerful, and comes with starter authentication scaffolding. But don't let that lull you into thinking it’s safe enough for production. Security is a mindset. And in Laravel, it’s also a series of smart practices: Validating everything (always) Encrypting sensitive data Preventing unauthorized access Using modern hashing Enabling 2FA and more Let’s break it all down. L…  ( 5 min )

什么是多产物构建 在鸿蒙应用开发中，一个应用可定义多个 product，每一个 product 对应一个定制的 APP 包，每个 product 中支持对 bundleName、bundleType、输出产物名称、icon 和 label 以及包含的 target 资源文件等内容进行定制。与此同时，也可以将环境配置和签名信息通过 product 进行隔离，通过选项切换环境进行构建，避免频繁的手动修改关键参数而造成打包遗漏的情况。 在项目最外层的 build-profile.json5 文件中的 products 字段中新增 product，字段解释可参考文章：工程级build-profile.json5文件。 这里我们针对环境控制做演示，需要用到 buildOption / arkOptions / buildProfileFields 字段，该字段中的参数设置后，切换产物后会重新生成一份 BuildProfile.ets 文件，该文件可被项目导入并使用。 需要注意的是：在定制 product 时，必须存在 "default" 的 product，否则编译时会出现错误。 示例 JSON： { "app": { "signingConfigs": [ { "name": "default", // debug类型签名配置 "type": "HarmonyOS", "material": { "storePassword": "xxxxxxxxxx", "certpath": "C:/Users/pc/xxxxxxxxxx.cer", "keyAlias": "xxxxxxxxxx", "keyPassword…  ( 3 min )

AI-Powered Bond Cleaning Platform: Developer Snapshot Full Technical Guide: Building the Future of Bond Cleaning: A Full-Stack Developer's Deep Dive Complete implementation guide with code examples, architecture patterns, and deployment strategies Bond cleaning is stuck in the past: manual inspections, subjective quality checks, frequent disputes, and 4-8 hour job times. Property managers lose $600/week per vacant property while crews face costly re-visits. A complete AI-first platform that transforms bond cleaning from manual drudgery to automated precision in under 30 minutes per property. Backend: Python/FastAPI + PostgreSQL + Redis Mobile: React Native + WebRTC + TensorFlow.js AI/ML: TensorFlow Lite + OpenCV + Edge Computing Blockchain: Ethereum + IPFS for immutab…  ( 5 min )

In the intricate world of distributed computing, where applications are often spread across multiple machines, sometimes continents apart, the ability for these disparate components to communicate seamlessly is paramount. This is where the concept of a Remote Procedure Call, or RPC, comes into play. At its core, RPC is a powerful mechanism that allows a program on one computer to execute a procedure (a subroutine or function) in another program located on a different computer, or even in a different address space on the same computer, as if it were a local call. This abstraction simplifies the development of distributed applications by hiding the underlying complexities of network communication. Imagine you're a chef in a busy kitchen (your local program). You need a specific spice that's …  ( 10 min )

As a developer in the past, I’ve always been drawn to systems — clean logic, predictable outcomes, elegant solutions. But trading? Trading is the exact opposite. It’s messy, unpredictable, and deeply human. At first, I tried to approach the market like I do software — build a strategy, test it, automate where possible. But the markets don’t run on code alone. They run on psychology, emotion, global events, and a thousand invisible threads. That clash between logic and chaos forced me to rethink everything I thought I knew about building systems. Trading isn’t just about algorithms or signals. It’s about mindset, discipline, and adapting your approach when the unexpected hits. Over time, I learned to treat my trading strategy like I do a project: start with a clear structure, iterate fast, test assumptions, and most importantly — expect the system to fail sometimes. It’s a humbling process. But it’s also one that makes you better, not just as a trader, but as a developer and thinker.  ( 3 min )

I created a bunch of test files for security testing file upload functionalities and decided to write this walkthrough on how each file was created! You can also download the test files from my GitHub, but hopefully people doing security testing don't download random files from the internet :D Instead, it's better to understand how the files work and create them from scratch. If you're not familiar with file upload testing in general, you can for example read the PortSwigger tutorial about it. So here are the instructions on how to create these test files yourself. Here's the list of files covered in this walkthrough: regular-excel-document.xlsx regular-pdf-document.pdf regular-png-file.png regular-text-document.txt regular-word-document.docx eicar-text-document.txt eicar-excel-document.xl…  ( 6 min )

React re-renders can slow down your app, especially with expensive calculations. The useMemo hook helps optimize performance by memoizing values, ensuring that unnecessary computations are avoided. In this post, you’ll learn about the useMemo hook, including its syntax and how it works with examples. Before we get started, don’t forget to subscribe to my newsletter! Subscribe here! Now, let’s jump right into it! useMemo is a React Hook used to optimize expensive calculations. This memoizes the computed values to avoid calculation on every render. This is useful for improving performance, especially with large lists, heavy computations, or unnecessary renders. For example, imagine you have a large list that needs filtering every time a user types in a search box. Without optimization, perfo…  ( 7 min )

If you’re publishing video content on YouTube and hoping to grow an audience—or simply want your content to be found—transcription might be the most overlooked strategy in your toolkit. Search engines don’t watch your videos. That’s where transcription becomes powerful: it turns spoken words into searchable content. Whether you're an educator, podcaster, developer, or digital creator, here's how to make your YouTube videos more discoverable using transcription—and how to do it the right way. When you transcribe your videos, you're essentially creating a rich text layer that: ✅ Gives search engines actual keywords to index From a purely SEO standpoint, having a video transcription turns your entire video into a readable, indexable asset. Especially if you're creating educational content, tu…  ( 5 min )

Abstract This post offers an in‐depth exploration of blockchain variants—public, private, consortium, and hybrid. By detailing their historical context, core features, real‐world applications, and current challenges, we aim to provide technical experts, developers, and industry stakeholders with a clear, accessible understanding of each model’s strengths and limitations. The post also examines critical trends like scalability, energy efficiency, consensus mechanisms, and interoperability, with insights drawn from authoritative sources such as License Token and key dev.to articles. Whether you are interested in decentralized finance, supply chain transparency, or open-source innovations, this comprehensive guide will help you understand which blockchain variant best suits your needs. Bloc…  ( 9 min )

SQL Coalesce Introduction Working with databases often involves dealing with NULL values, which represent missing or undefined data. Whether you're aggregating information, performing calculations, or generating reports, encountering NULLs can lead to confusing results or broken logic. Fortunately, SQL provides a powerful and simple function to manage these situations: SQL COALESCE. This article provides a comprehensive guide to understanding and utilizing COALESCE SQL to simplify the handling of NULL values in your queries. The SQL COALESCE function is used to return the first non-NULL value from a list of expressions. It's especially useful when dealing with columns that may contain NULLs and when you want to provide a fallback value. COALESCE(expression1, expression2, ..., expressi…  ( 5 min )

In today’s fast-paced digital economy, businesses must equip themselves with tools that not only enhance productivity but also ensure security, collaboration, and cost-effectiveness. Office 365 E3, a premium offering within the Microsoft 365 suite, has emerged as a leading solution for enterprises navigating the complexities of remote work, data security, and digital transformation. Whether you're an enterprise owner striving for efficiency, an IT manager safeguarding infrastructure, or a digital marketer coordinating across teams, Office 365 E3 offers the robust features and flexibility needed to thrive in a cloud-first world. Office 365 E3 is a comprehensive subscription plan from Microsoft 365 that includes a wide array of productivity applications, enterprise-grade security, compliance…  ( 6 min )

Are you just starting your journey into the world of web development? Perhaps you've tinkered with HTML and CSS, dipped your toes into JavaScript, and are now hearing whispers about something called "TypeScript." If the idea of learning another language feels a bit overwhelming, take a deep breath. You're in the right place! TypeScript tutorial for beginners will cut through the jargon and show you exactly why it's worth your time. Hello, ${name}! Welcome to TypeScript.); // Call the function with a string // What happens if we try to pass a number? const laptop: Product = { // const invalidProduct: Product = { name: "Pen" }; // TypeScript error: missing price and inStock! Status code: ${code}); printStatusCode(200); typescript tutorial for beginners out there once you feel comfortable with these fundamentals. Embrace TypeScript, and you'll soon discover that it's not just another language to learn; it's a helpful companion that makes coding more enjoyable, less error-prone, and ultimately, helps you build better software. Happy coding!  ( 6 min )

Wealth Empires is India's first startup-friendly accounting firm, committed to delivering personalized finance solutions that drive business expansion. They deliver a full-fledged set of services covering business incorporation, accounting & bookkeeping, GST compliance, trademark & licensing, and financial consultancy. Their focus on transparency is seen with no concealed fees, and they value client success through rapid execution, customized services, and strong data protection features. Based in Greenways Business Park, Chennai, Wealth Empires has been able to generate wealth of INR 1,000,090 and save tax value of INR 290,900 for their clients. They aim to provide extraordinary value and radically different results, making them a leading force in transforming the future of financial services. Whether you're just launching your idea or scaling your startup, you don't have to figure it all out alone. With Wealth Empires as your financial partner, you're free to focus on what you do best — building, creating, and leading the way.  ( 3 min )

Google I/O was a landmark event for developers, with the company doubling down on its vision on AI-first software development. This year's announcements were lazer-focussed on empowering builders with new AI models, APIs and tools especially through Gemini platform. Here's a deep dive into the developer-centric innovations unveiled at unveiled at Google I/O 2025. The centerpiece of Google’s developer story is the Gemini 2.5 family of AI models. Gemini 2.5 Pro, now featuring the advanced "Deep Think" mode, enables the model to consider multiple hypotheses before responding. It dramatically boosted its performance on complex coding and math tasks. This upgrade positions Gemini at the top of industry benchmarks, with significant improvements in reasoning and accuracy. Gemini 2.5 Flash, the mo…  ( 6 min )

Let’s face it — HTML can seem like a wall of angled brackets and weird abbreviations when you’re just starting out. What exactly is a ? Why do some tags need a closing tag and others don’t? And what’s the deal with all the nesting? The good news? You don’t have to figure it all out by yourself. In this post, we’re breaking down the basics of HTML — what tags are, how they work, and how you can use AI to learn them faster (and fix them when things go wrong). Whether you’re new to coding or picking it up again after a break, this guide will help you get your footing in it. We’re continuing our series inspired by the book HTML & CSS Coding with AI — and today, we’re starting at the very beginning: how websites are structured. Even if AI can write it for you, knowing what HTML does — and…  ( 6 min )

Web Development in 2025: Technologies Shaping the Future Hassaan Khan ・ May 19 #community #webdev #programming #javascript  ( 2 min )

A post by Liam  ( 2 min )

So you’ve agreed to do a demo. Buckle up: it’s basically a stand-up comedy where the code plays clown. Demos matter because, yes, someone actually cares what you built (and they expect it to work). This is your chance to show off your genius, justify that two week sprint, or at least avoid getting fired for the day. “If it compiles on the first try, a nyawawa (demon) is probably involved.” Odhiambo. F Why Demos Matter (Even if You’d Rather Be Coding) Show Your Masterpiece: A demo lets you share what you’ve built. Managers and coworkers finally see your code in action instead of trusting your rambling status updates and confluence edits. I know you already know that. Get Real Feedback: Ever wonder if anyone actually cares about that one obscure feature you spent a week on? A demo answers…  ( 6 min )

Modal windows—those popups that overlay a page—are commonly used for login forms, alerts, and messages. Most developers reach for JavaScript when creating them. But what if I told you that you can build a clean, functional modal window using only HTML and CSS? In this post, I’ll show you exactly how to do that—no JavaScript required. There are times when I want something fast, lightweight, and easy to maintain—especially for simple sites, landing pages, or documentation. That’s when a pure CSS modal becomes the perfect solution. It works even when JavaScript is disabled and keeps your front end lean. HTML Structure Pure CSS Modal <l…  ( 4 min )

There are countless times when Designers from different domains need High Quality illustrations to use in their projects. After Figma’s dominance in the vector graphic industry, many Graphic & UI Designers who know how Figma works are rapidly shifting towards Figma due to its easy & quick access tools and plugins, which help them work faster with their UI screens, Posters, Creatives, Social Media posts & more. While it’s always recommended to use custom artworks or illustrations which are only created for a specific brand with a brand guideline, there are also multiple use cases where designers need very common illustrations quickly. Therefore, Designers are always on the lookout for High Quality Illustration Plugins inside Figma which are Free or Freemium. Those kinds of illustration plug…  ( 6 min )

A destructor (del) is used to clean up resources when an object is about to be destroyed. It doesn't run immediately after an object is no longer used, but is triggered automatically by Python's garbage collector when there are no more references to that object. Important Points: Python automatically calls the destructor (del) When no more variables reference an object, Python automatically calls del() (if defined). When is del() useful? You might define a destructor when: You need to close a file. You don’t manage memory directly (like in C/C++). Python handles memory. You can’t force the garbage collector to run at an exact time (though you can suggest it using gc.collect()). 🧠 Analogy It watches which objects you're using. When you stop using something and forget it, the housekeeper eventually throws it out. If you say del obj, you're telling the housekeeper: "Hey, I don't need this anymore." But the housekeeper decides when to actually throw it out.  ( 3 min )

Introduction Artificial Intelligence (AI) has rapidly transitioned from science fiction to an everyday reality that influences how we work, communicate, and live. Whether you're a tech professional or someone with limited technical background, understanding the fundamental concepts of AI has become increasingly important. This article aims to demystify AI by exploring its core principles, applications, and implications in a way that's accessible to everyone. At its core, artificial intelligence refers to systems or machines that mimic human intelligence to perform tasks and can iteratively improve themselves based on the information they collect. Unlike traditional software programs that follow explicit instructions, AI systems are designed to analyze their environment, learn from experi…  ( 12 min )

Rate limiting is essential for most production applications. At a minimum, it prevents floods of traffic from crashing services, and it mitigates an app’s vulnerability to a variety of attacks. Adding and effectively configuring rate limiting is no simple task though. There are many rate limiting tools and strategies to choose from, and it’s difficult to find resources that concretely explain how to use rate limiting to improve an app’s security and resilience. This is the first article in a series that will bring together the theory and practice of rate limiting, using contextualized real-world examples. In each article, I’ll demonstrate how to add different rate limiters to a Hono app, and discuss the technical and business requirements they fulfill. I’ll begin with hono-rate-limiter, a …  ( 14 min )

🧠 1. Overview of Stale Closure in React In React, a common but subtle bug is the "stale closure" — which happens when a function inside a component uses an outdated value, not reflecting the current state or props. This often leads to unexpected behavior, especially in callbacks, useEffect, or asynchronous logic. Understanding how JavaScript creates closures and how React handles re-renders is key to avoiding this issue. Scope defines the visibility of variables. In JavaScript, we have function scope and block scope. A closure occurs when a function remembers variables from the scope where it was defined, even if it's executed elsewhere. Example: function outer() { let count = 0; return function inner() { console.log(count); // closure retains the value of count }; } Closure…  ( 4 min )

As a runner and fitness enthusiast, sleep is essential for my recovery — and yet, it’s something I’m constantly working to improve. I aim for 8 hours a night, but my Apple Watch reports an average closer to 6.5 hours over the past few months, with some nights dipping as low as 5. Being a light sleeper doesn’t help either. I’ve experimented with wax earplugs to block out noise and blackout curtains to keep light at bay. One thing I’ve wanted to automate for a while now is disabling Wi-Fi and Bluetooth on the devices near my bed — including both my personal and work MacBooks, my iPhone, and ideally even my Apple Watch (which I wear to track sleep). These devices all stay in my bedroom overnight, so minimizing potential sleep disruptors has become a personal experiment. You might ask: why go …  ( 7 min )

From Idea to Launch: A Developer’s Guide to Building Your First Startup Pratham naik for Teamcamp ・ May 22 #productivity #devops #opensource #startup  ( 2 min )

Google unveiled a series of significant AI advancements at its I/O 2025 developer conference, marking a transformative shift in how users interact with technology. Here are the key highlights: AI Mode in Google Search Google introduced "AI Mode" in Search, offering users a conversational experience that goes beyond traditional search links. This feature provides AI-generated summaries, interactive responses, and the ability to perform actions like shopping and booking directly from search results. Currently rolling out to U.S. users, AI Mode aims to redefine search by making it more intuitive and proactive . Gemini 2.5 Pro and Flash Models Creative AI Tools: Imagen 4 and Veo 3 Project Astra and Project Mariner AlphaEvolve: AI-Driven Algorithm Discovery AlphaEvolve is an AI agent developed to autonomously discover and refine algorithms, particularly in complex scientific and mathematical domains. Built on Google's Gemini models, it has demonstrated the ability to improve upon existing solutions and discover new ones, showcasing potential in various research fields. Quantum Computing with Willow Processor Google announced the Willow processor, a 105-qubit quantum computing chip that represents a significant leap in quantum capabilities. Willow has achieved milestones in quantum error correction and computational speed, indicating potential applications in fields like pharmaceuticals, logistics, and materials science. Business Implications and Market Response Following these announcements, Alphabet's stock experienced a notable increase, reflecting investor confidence in Google's AI strategy. Analysts highlighted the company's robust AI infrastructure and its potential to enhance user engagement and advertising monetization through features like AI Overviews, which now reach 1.5 billion monthly users. Moreover, Google Just Launched New NotebookLM.  ( 4 min )

From Idea to Launch: A Developer’s Guide to Building Your First Startup Pratham naik for Teamcamp ・ May 22 #productivity #devops #opensource #startup  ( 2 min )

From Idea to Launch: A Developer’s Guide to Building Your First Startup Pratham naik for Teamcamp ・ May 22 #productivity #devops #opensource #startup  ( 2 min )

We’ve all been there staring at a stubborn bug or feeling completely stuck on a complex problem. When coding gets frustrating, how do you move forward? For me, breaking a problem down into smaller steps and focusing on one thing at a time really helps. I also take short breaks to clear my head and come back with fresh eyes. Sometimes, just going for a walk makes a big difference. I try to remind myself why I started coding in the first place, it’s easy to lose sight of that when things get tough. What about you? What keeps you going when you’re feeling stuck or overwhelmed? Let’s share some tips and encouragement below! 👇  ( 3 min )

From Idea to Launch: A Developer’s Guide to Building Your First Startup Pratham naik for Teamcamp ・ May 22 #productivity #devops #opensource #startup  ( 2 min )

In this article, we review a variable named noOp. This is something I found in logger.ts file in the n8n source code. When I saw this line below, what it tells me straight away is that it’s something to do with no operation : const noOp = () => {}; When you look at this, it’s doing nothing. I mean, it’s just an arrow function that returns an empty object So you might be wondering how is this used? So that’s what we will find out. When I click on the no-op, these are the symbols I found on the right side and in the same file, I see that this variable is used at line 103. When I click and jump to that line, you will see that this is inside a function called setLevel. private setLevel() { const { levels } = this.internalLogger; for (const logLevel of LOG_LEVELS) { if (levels[logLe…  ( 5 min )

Recently, a zk user reported that they couldn't tab through all interactive elements on a zul page. This behavior is tied to a little-known setting deep in Safari’s Settings. Keyboard navigation is essential for accessibility, allowing users who rely on keyboards or assistive technologies to navigate without a mouse. It also benefits power users who prefer using Tab for faster navigation. If this doesn't work as expected, especially on Safari — one of the major browsers — it can be a frustrating and invisible blocker. Assuming I create a page with a textbox, menubar, menuitem, anchor link, intbox, navbar, and navitem, and visit it with various browsers. When pressing the Tab key in Chrome (136.0), Firefox (138.0), and Edge (136.0), I can successfully move through all components, including each link, menu item, and nav item. But within Safari (18.4), I can only focus on some components. Safari will skip most menu items, links, and nav items. You can try the page on zk fiddle with your Safari. I found the root cause is: The option “Press Tab to highlight each item on a webpage” in Safari Settings is unchecked by default. After I checked that option, I can focus on all components by pressing the Tab key. If it’s unchecked, you have to press Option + Tab key to focus on all components.  ( 3 min )

API versioning is an indispensable discipline in the lifecycle of any application programming interface. As APIs evolve with new features, bug fixes, or fundamental architectural changes, a robust versioning strategy is paramount to ensure smooth transitions for client applications and maintain a stable ecosystem. Many development teams, drawing from their experience with software libraries, naturally gravitate towards semantic versioning (SemVer), a widely adopted standard that uses a three-part MAJOR.MINOR.PATCH numbering scheme. However, while SemVer offers undeniable clarity for software packages, its direct and granular application to version REST API endpoints can introduce unnecessary complexity, operational overhead, and a less-than-ideal experience for API consumers. This article …  ( 9 min )

Most developers who works with AI eventually hit the same wall - context. You can pipe tools together, chain AI prompts, or write clever workflows, but at some point, you realize your agent isn’t really thinking. It’s reacting. You need something different. I hope you used n8n, LangChain, or a similar tool, and you probably created pipelines where each AI step feeds the next. That works for formatting data or guiding workflows. And it is fine for simple agents, but what if your agent needs to remember? What if it needs to learn across conversations? How about adapt to changes? ... or retrieve knowledge like a human? Before diving into the code, let’s break down AI memory into three simple categories: Stateless (No Memory): Short-Term Memory: Long-Term Memory: try to remember remembers prev…  ( 5 min )

As someone who constantly learns and writes about AWS, I’ve found myself often asking: “What should I build next?” Not just for the sake of learning—but to challenge myself, grow professionally, and create blog posts that actually help others. But here’s the thing… coming up with project ideas is hard. With over 200 AWS services, it’s easy to feel overwhelmed. I’d often sit down thinking: Should I build something with Lambda? Maybe try a serverless ETL pipeline? What’s a good way to combine AI and AWS? But instead of starting, I’d spiral into: Paralysis by analysis. It turns out I wasn’t alone. Many AWS learners and professionals face the same challenge. That’s when an idea struck: What if I could describe: My experience level The AWS services I want to learn or showcase ...and an AI c…  ( 5 min )

Looking for a lightweight, fast-deploying WAF solution? In this hands-on guide, we walk you through deploying and testing SafeLine WAF, an open-source Web Application Firewall built by security experts at Chaitin Tech. With intelligent semantic analysis at its core, SafeLine offers powerful protection against SQLi, XSS, HTTP Flood, and more — while remaining easy enough to install and use in under 5 minutes. SafeLine is a modern, open-source Web Application Firewall developed by Chaitin Tech over nearly a decade. It’s designed as a reverse proxy WAF that protects your web apps from malicious traffic, while minimizing false positives and performance hits. SafeLine is especially well-suited for small and medium businesses (SMBs), personal sites, and developers looking for a secure yet simpl…  ( 4 min )

the "devlog" (ugh) series will be just a kind of public exhibitionist diary to self-indulgently share some work I did. nothing big. nothing serious. OK, chatGPT... uh... tell me what to say now. Should I be funny, serious? where are the hiring departments? After reaching a creative-stopping-point or end-token in the BeaconAI project from my last post, I decided the logical next move was to start attempting to locally deploy an LLM and dig a bit deeper into the finer details. The model I decided to work with was Mistral. I deployed a quantized version, as my CPU/GPU pair is unable to effectively deploy the full version. I was able to get it up and running, and I used it for generating outputs in the BeaconAI application. The logical next step was to attempt PEFT fine tuning. Parameter Effic…  ( 5 min )

Building Your First Android App: A Beginner's Guide So, you've decided to dive into Android development—great choice! Building your first Android app can be both exciting and a little overwhelming, but with the right guidance, you'll be up and running in no time. In this guide, we'll walk through the essential steps to create a simple Android app, from setting up your development environment to running your app on an emulator or physical device. By the end of this tutorial, you'll have a functional app and a solid foundation to build upon. And if you're also looking to grow your YouTube channel with tech tutorials, check out MediaGeneous for expert strategies. Prerequisites Before we begin, make sure you have the following: A computer running Windows, macOS, or Linux. Basic understanding o…  ( 4 min )

Artificial Intelligence (AI) is fundamentally reshaping the manufacturing landscape, powering the transition from traditional factories to smart, adaptive, and highly efficient production environments. This comprehensive guide covers every major aspect users are searching for, from core concepts and benefits to real-world use cases, challenges, and emerging trends for 2025 and beyond. 1. What Is AI in Manufacturing? AI in manufacturing refers to the deployment of intelligent algorithms, machine learning (ML), computer vision, and data analytics to automate, optimize, and enhance every stage of the production lifecycle. This includes everything from design and assembly to quality control, supply chain management, and predictive maintenance. AI works both autonomously and alongside human wor…  ( 5 min )

Personalization is at the heart of modern digital experiences. Whether it’s suggesting the right product, showing tailored promotions, or dynamically updating content, users expect fast, relevant interactions across every touchpoint. But here’s the challenge: the closer the personalization logic lives to the backend, the more latency and potential bottlenecks you introduce. That's where Akamai EdgeWorkers change the game. Edge computing has revolutionized how we think about performance. Instead of relying entirely on origin servers, we can now push business logic and personalization closer to the user—right to the edge. Traditionally, personalized content is generated at runtime by backend services. This often involves API calls, session validation, user segmentation, and rendering logic.…  ( 5 min )

Managing the lifecycle of your Amazon RDS databases just got easier! Amazon RDS now provides a simple way to view engine support dates for your database engines — directly from the RDS API or AWS CLI. With this new feature, you can now: ✅ View start and end dates for RDS Standard Support ✅ Check if RDS Extended Support is available ✅ Get both support periods in a single response (if available) This applies to Amazon RDS and Amazon Aurora major engine versions. Previously, finding out when your database engine version would reach its end of support meant digging through documentation or announcements. Now, you can fetch this information programmatically, making it easier to: 🗓️ Plan upgrades ahead of time 🛡️ Ensure compliance and security 🚫 Avoid running unsupported versions Here’s how you can check support dates for PostgreSQL 11: aws rds describe-db-engine-versions \ --engine postgres \ --engine-version 11 \ --include-all Output (simplified): { "Engine": "postgres", "EngineVersion": "11", "SupportDescription": { "StandardSupport": { "StartDate": "2018-10-01", "EndDate": "2024-11-09" }, "ExtendedSupport": { "EndDate": "2026-11-09" } } } Now you know exactly when your engine support ends — and whether Extended Support is an option. This feature is a great step toward proactive database lifecycle management. If you're running critical workloads on Amazon RDS or Aurora, this new visibility helps ensure business continuity, security, and compliance. ➡️ Start using it today with the AWS CLI or API! Let me know what you think about this new feature. Are you planning to use it to manage your DB upgrades better?  ( 4 min )

If you're building scalable applications in Node.js, there's a good chance you've considered Dockerizing your app to make it more portable and consistent across environments. But once it’s containerized, the next question becomes: where do I deploy this? That’s where Google Cloud Run comes in. Google Cloud Run is a fully managed platform that lets you deploy containerized applications that scale automatically. It abstracts away infrastructure headaches, handles HTTP traffic, scales to zero when idle, and runs your app in a secure, isolated environment. Before we dive into the technical details, let’s take a second to appreciate why Cloud Run is such a powerful option for modern web apps: Serverless but flexible: It’s serverless, but you can bring your own Docker container. Secure by defaul…  ( 7 min )

Understanding Re-renders with React Context and how to avoid waste Have you ever wondered why your component in React re-renders even without anything visibly changing? Let's understand this with simple examples – as if we were assembling a block game. Imagine three components, one inside the other: And let's say you have a Context at the top (App) that shares some data with everyone below. If re-renders (for any reason), all components below it also re-render: App -> Container -> SearchContainer -> Search Even if only the last one (Search) actually uses the Context! If Container and SearchContainer don't need to change, we can avoid the effort of re-rendering them by using…  ( 5 min )

After a year of active development, Zod 4 is officially released with major improvements. This stable version is faster, slimmer, and more TypeScript-optimized compared to the previous Zod 3. 14x faster string parsing: Deep optimizations in string validation make your app respond much faster, especially when handling large amounts of text data. 7x faster array parsing: Efficiently process complex or large arrays, minimizing latency in data validation. 6.5x faster object parsing: Ideal for objects with many fields, ensuring smoother validation and faster API responses. Reduces type instantiations by up to 100x, speeding up the TypeScript compiler significantly, especially for large and complex codebases. Compilation time is improved by around 10x compared to Zod 3, providing a smoother…  ( 4 min )

Problem description & analysis: The Time field of a certain database table is time, and the time interval is sometimes greater than 1 minute. Task: Now we need to divide the data into windows every minute, fill in the missing windows, and calculate the four values for each window, which are: start_value, the last item of the previous window; end_value, the last item in this window; min, the minimum value of this window; max, the maximum value of this window. The start_value in the first minute is based on the first record in this window; If data for a certain window is missing, replace it with the last item of the previous window (same as the start_value of this window). SQL： with overview as ( SELECT distinct on (a.time) a.id, a.time, b.time as "end", a.value, da…  ( 8 min )

Writing clean code in React is not just about making it work—it's about making it readable, maintainable, and scalable. Whether you’re building a simple to-do app or a large-scale application, following clean code principles will make your life (and your team’s) much easier. Here are some practical tips to help you write clean React code 👇 📁 Organize Your Folder Structure Structure your project in a scalable way. Avoid dumping all files in one folder. Bad: /src Good : 🧩 Use Functional Components & Hooks Prefer functional components with hooks over class components. // ✅ Clean function Welcome({ name }) { return Hello, {name}! ; } 📦 Break Components into Smaller Pieces Keep components small and focused on one task. If a component is doing too much, break it into smaller ones. // ❌ Bad const Dashboard = () => { // fetching, rendering UI, handling logic... all in one }; // ✅ Good // Dashboard.jsx → uses , , etc. 🧹 Clean Up useEffect Always clean up side effects to avoid memory leaks. useEffect(() => { const interval = setInterval(() => { console.log("Running..."); }, 1000); return () => clearInterval(interval); // ✅ cleanup }, []); 🧪 Write Reusable Hooks Extract reusable logic into custom hooks. // useToggle.js import { useState } from 'react'; export function useToggle(initialValue = false) { const [state, setState] = useState(initialValue); const toggle = () => setState(prev => !prev); return [state, toggle]; } 🚀 Final Thoughts Easy to read 👓 Easy to reuse ♻️ Easy to test 🧪 Easy to maintain 🛠️ You don’t need to be perfect—just aim for improvement step by step. Happy coding! 🎉  ( 3 min )

Originally published at https://www.nocobase.com/en/blog/second-brain. Second-Brain is an AI startup based in Hong Kong, founded by a team with backgrounds in finance and consulting. They specialize in building AI-driven decision-making systems for enterprises. In B2B enterprise settings, the hardest part of building AI systems isn’t the models themselves—but the messy and fragmented data behind them. Internal policies, workflows, and business records often exist in silos, in inconsistent formats, and sometimes even contradict each other. Without cleaning and structuring this data, AI simply can’t generate meaningful insights. To enable AI to "understand" an enterprise, Second-Brain's first step is to build a foundational layer that consolidates proprietary enterprise knowledge, including…  ( 6 min )

Ninguna IA ha estado involucrada en la creación de este articulo. Como lograr desbloquear remotamente nuestro NixOS que use LUKS como medida de cifrado completo. Esto será posible ya que, durante el Boot, nuestro OS solicitará a un "dispositivo remoto autorizado", por ejemplo nuestro celular, la clave LUKS. Como intermediario de comunicación usaremos Ntfy y todo el intercambio de información estará cifrado con múltiples capas de seguridad. Finalmente, y como algo opcional, abordaremos la integración de AirVPN (OpenVPN) como una VPN que se usara durante el Boot para asegurar la comunicación. También abordaremos detalles respecto a posibles DNS leak del proceso. Esta solución nace desde la imposibilidad, en circunstancias normales, de desbloquear un servidor NixOS que tenga LUKS de alguna fo…  ( 23 min )

Gerenciar um consultório de psicologia vai muito além do cuidado com os pacientes; envolve também a responsabilidade de manter uma saúde financeira sólida e sustentável. Com a crescente competitividade no mercado e as particularidades do atendimento psicológico, profissionais da área precisam dominar conceitos essenciais de gestão financeira para garantir a continuidade e o sucesso de suas práticas. Uma gestão financeira eficiente permite controlar despesas, planejar investimentos e estabelecer preços justos, promovendo estabilidade econômica e confiança dos pacientes. Além disso, uma boa administração financeira possibilita aos psicólogos focar no que realmente importa: oferecer um atendimento de qualidade e ampliar seu impacto na vida de seus clientes. Este guia prático foi elaborado esp…  ( 7 min )

Why do programers prefer dark mode? Because light attracts bugs!  ( 2 min )

Engineering newsletters offer a streamlined way for professionals to stay informed about industry trends, learn new skills, and connect with a community. They are a convenient way to access curated information and expert insights, keeping you ahead of the curve in a rapidly evolving field. Here’s a quick breakdown of the newsletters I read regularly, their key topics, and why they’re valuable for software engineers. 1. ByteByteGo Focus: System design, scalability, and backend architecture. Why Read: Offers visual explanations of complex system design concepts, beneficial for technical interviews and architectural understanding. Subscription: bytebytego.com 2. Quastor Focus: System design, big tech engineering blog summaries, technical deep dives. Why Read: Summaries of big tech engineer…  ( 6 min )

When working with dynamic components in Angular, ViewContainerRef is an essential tool that allows you to programmatically manipulate the DOM and insert components at runtime. This article breaks down how to use @ViewChild with ViewContainerRef, and provides a practical example of rendering a component dynamically. @ViewChild? @ViewChild is a decorator that allows you to query a DOM element or Angular directive/component from your template. @ViewChild('container', { read: ViewContainerRef, static: true }) container!: ViewContainerRef; 'container': Refers to a template reference variable, like #container in the HTML. read: ViewContainerRef: Tells Angular to return the ViewContainerRef instead of the default element/component. static: true: Tells Angular to resolve this reference before n…  ( 3 min )

When it comes to Linux file security, most users are familiar with the basics—chmod, chown, and maybe even a quick glance at ls -l. But these simple tools are just the surface. If you're managing servers, deploying applications, or handling sensitive data, you need a deeper layer of protection. Linux offers powerful built-in tools that go beyond basic permissions—and understanding them is crucial. In our latest guide, we break down the three core models of Linux access control: Discretionary Access Control (DAC) Access Control Lists (ACLs) Mandatory Access Control (MAC) Plus, we walk through how AppArmor, SELinux, and Auditd work together to secure your system from the ground up. 🔒 Ready to go beyond chmod and take full control of your file security? Read the full guide →  ( 3 min )

But this time it's not just in the text editor. There's a frontend. In my previous post I entered a submission on the AWS Challenge which was me testing out AI for the first time in a project setting. That release was a text editor idle game. So I thought, why not try to make something visual? For this project I wanted to expand and try something everyone knows and talks about -- ChatGPT. Previously whenever I would go on ChatGPT it would be to ask it to make me quick roadmaps to learn something. So instead of me taking weeks to master something based on its guidance, I wanted to see how smart ChatGPT really could be when it came to making a game. Well, I was surprised and impressed. I didn't know what to expect when I first starting writing the prompt. I didn't think it would spit me out …  ( 5 min )

The Illusion of Progress: Analyzing Tesla’s Optimus Robot Demonstrations A Carefully Curated Display Observing Tesla’s Optimus bot demonstrations, one might find a pattern emerging: the videos are invariably short, edited together to suggest a seamless execution of movement. This is, however, by design. The underlying Large Language Model (LLM)-based approach used in Optimus starkly contrasts with traditional heuristic-driven robotics. Unlike heuristic models, which rely on pre-defined logic and task-specific programming, Optimus leverages machine learning techniques to generate actions. What this means is that instead of executing fully autonomous behaviour, the bot performs discrete snippets of movement—ones it has learned from sequences such as dance routines and combat kat…  ( 3 min )

Introduction In Linux, user management doesn't end at the individual level—group management is equally vital for maintaining a secure, efficient, and organized system. Groups allow system administrators to streamline permissions, collaborate within teams, and enforce consistent access policies across users. This article dives deep into Linux group account management. We'll explore group types, system files involved, essential commands, and real-world operational tips that apply from small teams to enterprise-grade environments. What Are Groups in Linux? Group Account Databases Essential Group Management Commands Real-World Notes and Operational Considerations Conclusion A group is a logical collection of user accounts. Groups make permission management easier by allowing shared access…  ( 4 min )

Welcome to the fascinating world of deep learning! If you've ever wondered how computers can recognize objects in images, distinguish between different types of clouds, or even power automated passport control systems, you're about to uncover one of the key technologies behind it: Convolutional Neural Networks (CNNs). These powerful neural networks are specifically designed to handle image data and have revolutionized computer vision over the past decade. Before diving into CNNs, let's understand how computers perceive images. Digital images are made up of tiny squares called pixels. In a grayscale image, each pixel holds a numerical value representing a shade of gray, typically from 0 (black) to 255 (white). For color images, each pixel usually has three numerical values representing th…  ( 9 min )

Yaz tatili, yalnızca güneşli günlerin ve dinlendirici manzaraların keyfini çıkarmakla kalmaz, aynı zamanda yeni beceriler öğrenmek ve yaratıcılığımızı keşfetmek için de harika bir fırsattır. Özellikle web geliştiricileri için, ön uç geliştirme becerilerini geliştirmek ve kullanıcı deneyimini yeni seviyelere taşımak için mükemmel bir zaman. Bu yaz, "Frontend'in Derinliklerinde: Kodun Ötesinde Tasarım" başlıklı bir yolculuğa çıkıyoruz. Web geliştirme, yalnızca kod satırlarından ibaret değildir; tasarım, kullanıcı deneyimi ve estetik de önemli bir rol oynar. Ön uç, web sitesinin veya uygulamanın kullanıcılarla etkileşimde bulunduğu yerdir ve dikkatli bir tasarım ve uygulama, kullanıcının deneyimini tamamen değiştirebilir. Bu yazıda, ön uç geliştirme sürecinin kodun ötesine geçen yönlerini keş…  ( 4 min )

If you are a JavaScript developer, you might have ran into error messages like: Failed to extract text from the file Failed to save entity And so on... But what exactly led to failing of an entire high-level operation? We don't know the answer because we didn't do a good enough job to preserve the error context, when throwing a specific error that is a symptom of a more low level cause. For years, JavaScript developers have struggled to preserve appropriate error context when throwing exceptions, as there was no in-built mechanism provided by the language to attach error cause, unlike other languages like Java, Python and C#. This problem was solved by Node, when they finally added a cause property to their Error constructor in v16.9.0, which means you could now throw exceptions like so: t…  ( 5 min )

Utility for generating random hexadecimal IDs https://github.com/zeroopensource/zero-id ZeroOpenSource™ opensource #npm #javascript #devtools zero #zeroopensource #zeroopensourcetm  ( 2 min )

Writing sample data: started with small amount from Study Buddy - need to follow "Contact Book - Our Very First Database" from AppDev1 section "custom rake tasks" Association Accessors: Direct Associations: belongs_to default is opposite: belongs_to adds an automatic validation to foreign key columns enforcing the presence of a valid value unless you explicitly add the option optional: true. So: if you decided to remove the null: false database constraint from any of your foreign key columns in the migration file (e.g., change t.references :recipient, null: false ... to t.references :recipient, null: true ...), then you should also add the optional: true option to the corresponding belongs_to association accessor. So remember — if you’re ever in the situation of: you’re trying to save a record the save is failing you’re doing the standard debugging technique of printing out zebra.errors.full_messages you’re seeing an inexplicable validation error message saying that a foreign key column is blank now you know where the validation is coming from: belongs_to adds it automatically so figure out why you’re not providing a valid foreign key (usually it is because the parent object failed to save for its own validation reasons) Direct associations: has_many belongs_to, there should be an inverse has_many. Check to make sure you have all of these inverse 1-N associations. attendee ~ fan leaders = who a user is following  ( 3 min )

Utility for generating random hexadecimal IDs https://github.com/zeroopensource/zero-id ZeroOpenSource™ opensource #npm #javascript #devtools zero #zeroopensource #zeroopensourcetm  ( 2 min )

My last two articles (part 1 and part 2) focused on getting to market quickly using Java. The only difference was the build automation tool that I used for each example. This time, I want to step outside of my comfort zone and try something a little different. I read about how Quarkus is a Kubernetes-native Java framework designed for building fast, lightweight microservices. What’s even better is that it is optimized for cloud environments, including features like fast startup times, low memory footprints, and support for both imperative and reactive programming models. Like before, the key to success is how quickly we can go from idea to reality. In this case, let’s see how quickly I can establish a new API using Quarkus and deploy it to the cloud. Leaning on ChatGPT for Assistance … Aga…  ( 10 min )

This is a submission for the Bright Data AI Web Access Hackathon 🔐 What I Built It solves a critical problem: how to prepare for high-stakes interviews without anyone noticing. With real-time AI feedback, curated industry-specific questions, and stealth performance, it’s designed to maximize user confidence and readiness without drawing attention. 🎥 Demo https://www.lockedinai.com https://youtu.be/cGG6TRgiDso?si=rhvNguO3c6bAKZeT 🧠 How I Used Bright Data's Infrastructure Fresh job descriptions from leading job boards Trending questions from discussion forums like Reddit and Glassdoor Company-specific interview trends and updates Bright Data enabled us to dynamically adjust AI models based on real-world interview trends—making our answer generator contextually smarter and more relevant. ⚡ Performance Improvements Our AI Interview Answers Generator improved relevance scoring by 28%. Users reported a 40% higher satisfaction rate in mock interviews due to contextual accuracy. Reduced hallucinations in AI responses, thanks to grounded data sourced from Bright Data. Traditional, static datasets couldn't match the pace of evolving interview standards. Bright Data gave us the competitive edge we needed to make LockedIn AI not just intelligent—but timely and reliable. If you enjoyed this project, feel free to check us out at https://www.lockedinai.com  ( 3 min )

onChange={handleChange} vs onChange={(e) => handleChange(e)} In modern React development, handling events is a foundational skill for building responsive, data-driven interfaces. Whether you’re crafting a dynamic form or building reusable components, knowing how to manage events efficiently can make your code simpler, more readable, and more performant. Today, we’ll break down a deceptively simple difference that many React devs gloss over: onChange={handleChange} vs onChange={(e) => handleChange(e)} At first glance, both seem to do the same thing—pass the event to a handler. But there are subtle differences that matter in real-world apps. Let's explore them together. Imagine a typical React input form using TypeScript: import React, { useState } from 'react'; export const EmailInput …  ( 4 min )

Best Practices for JavaScript Modularization Omri Luz ・ May 19 #javascript #programming #webdev #advanced  ( 2 min )

An American tourist in the United Kingdom was reportedly drugged by an individual posing as a taxi driver, who stole the tourist's $123,000 in Bitcoin stored on a cell phone. According to a report from My London, Jacob Irwin-Cline went out to a London bar and had several drinks before calling an Uber to take him home. Cline said that he did not thoroughly check the details of the Uber ride on his phone and left with a random private cab driver resembling the Uber driver at first glance, but driving a different vehicle — a detail Cline would only discover after the incident. Once inside the vehicle, the US tourist said the driver offered him a cigarette, which Cline said was likely laced with a rare and potent sedative drug called scopolamine. Cline added that the cigarette made him feel …

Though a majority of members of the US Senate voted to advance a bill to regulate payment stablecoins on May 20, high-ranking Democrats are planning to propose an amendment to the legislation to address President Donald Trump’s connections to the cryptocurrency industry. According to a May 22 Axios report, Senate Minority Leader Chuck Schumer and Senators Elizabeth Warren and Jeff Merkley will file an amendment to the Guiding and Establishing National Innovation for US Stablecoins Act, or GENIUS Act, to block a US president from profiting from stablecoins. The proposed amendment would come after 18 Democrats sided with Republicans in the Senate in voting to advance the bill on May 20 after it failed a procedural vote on May 8. “Passing the GENIUS Act without our anti-corruption amendment s…

Key takeaways: The SEC’s decision on a spot XRP ETF could ignite a significant rally. The current $2.2 billion in XRP futures hints at growing institutional investor demand. The two most bullish events ever imagined by XRP (XRP) advocates happened in 2025, but XRP continues to underperform the cryptocurrency market. On March 6, XRP was listed as a candidate for the United States' “Digital Asset Reserve,” and Ripple Labs settled a multi-year-long complaint with the US Securities and Exchange Commission on May 8. XRP/USD (blue) vs. crypto market capitalization. Source: TradingView / Cointelegraph XRP fell 6% in the three months leading up to May 22, while overall crypto market capitalization rose 10%. Traders remain hopeful for a 45% rally to $3.50, with derivatives metrics signaling risi…

Cetus, a decentralized crypto exchange (DEX) built atop the Sui blockchain network, said $162 million of over $220 million stolen in a May 22 hack has been frozen. According to the Cetus team, the DEX is working with the Sui Foundation and other entities within the ecosystem to recover the remainder of the funds. The Sui Foundation also confirmed: "A large number of validators identified the addresses with the stolen funds and are ignoring transactions on those addresses until further notice. The Cetus team is exploring paths to recover those funds and return them to the community." The Cetus hack is the latest in a string of such incidents impacting crypto and Web3 in the first half of 2025. Cybersecurity continues to be a major issue in crypto, with many industry executives calling for t…

OpenAI is planning to develop AI “companion” devices that will integrate artificial intelligence capabilities with everyday life, potentially opening the door to a new high-tech innovation used alongside laptops and smartphones. In an interview with The Wall Street Journal, OpenAI CEO Sam Altman said he and designer Jony Ive are developing these secret devices for mass consumption, with plans to ship 100 million units upon launch. Ives joined OpenAI after his startup, io, was acquired by Altman’s company in a $6.5 billion deal, the Journal reported on May 21.  Neither Altman nor Ives specified what these companion devices would look like or how they would operate. Ives simply referred to them as a “new design movement” that would be similar to Apple’s family of hardware and software integr…

Key takeaways: Solana’s bull flag pattern projects a rally to $260, but low spot buy volumes have analysts advising caution. After briefly dropping to $160 from $184, Solana (SOL) is attempting to reclaim a position above its key resistance at $180 for a second consecutive week. With Bitcoin (BTC) hitting an all-time high, market speculators are banking on eventual capital rotation, which could pump major altcoins like SOL toward new highs. Solana shows promising signs on the daily chart, forming a textbook bull flag pattern after a strong uptrend. While SOL prices currently trade under $180, a breakout above this level could propel SOL toward its first target at $200, with further upside potential to $220 if momentum sustains. Solana 1-day chart. Source: Cointelegraph/TradingView The tr…

Crypto exchange Kraken is planning to offer non-US customers the option of trading tokenized US stocks, part of the company’s push to offer more traditional assets via tokenization. The products will be offered through Backed, a new Kraken partner, according to a statement shared with Cointelegraph. Tokens representing the stocks will be stored on the Solana blockchain due to its “unmatched performance, low latency and thriving global ecosystem,” the statement said. “The whole point of crypto is that we're able to see things very transparently,” Kraken co-CEO Arjun Sethi said during Solana's Accelerate event on May 22. ”It's decentralized. It is open-source. You can innovate as quickly as possible, and there's no reason why companies like us can't morph to do that." The decision to incorpo…

California Representative Maxine Waters, ranking member of the US House Financial Services Committee, has announced plans to introduce legislation “to block [Donald] Trump’s memecoin and stop his crypto corruption.” In a May 22 notice, Rep. Waters said the Stop Trading, Retention, and Unfair Market Payoffs (TRUMP) in Crypto Act of 2025 bill would be aimed at blocking the US President, Vice President, members of Congress, and their families from engaging in “crypto crime.” The US lawmaker referred to Trump and his wife, Melania, issuing personal memecoins in January, his family launching a stablecoin, USD1, through the crypto platform World Liberty Financial, and the president attempting to establish a national Bitcoin (BTC) reserve as his sons back a BTC mining venture. “Donald Trump is preparing to dine with the top donors of his memecoin who’ve made him, and his family, richer,” said Waters, adding: “Trump’s crypto con is not just a scam to target investors. It’s also a dangerous backdoor for selling influence over American policies to the highest foreign bidder.” HR 3573, Stop TRUMP in Crypto Act of 2025, introduced by Rep. Maxine Waters. Source: House Financial Services Committee Democrats Waters’ bill was one of many actions announced to oppose the president’s dinner to reward memecoin holders. Senators Chris Murphy and Elizabeth Warren are expected to attend a press event with representatives for the consumer advocacy group Public Citizen, and two Democratic organizations will protest at the Trump National Golf Club outside Washington, DC, where the memecoin dinner will be held. This is a developing story, and further information will be added as it becomes available.

Key points: Mixed results for US jobless claims fail to dent risk-asset enthusiasm. Despite concerns over the bond market, Bitcoin and stocks enjoy stability at the start of the Wall Street trading session. BTC price expectations remain lofty amid low volatility and a curious lack of profit-taking. Bitcoin (BTC) focused on $111,000 around the May 22 Wall Street open as record highs met mixed US unemployment data. BTC/USD 1-hour chart. Source: Cointelegraph/TradingView Bitcoin, stocks brush off jobs uncertainty Data from Cointelegraph Markets Pro and TradingView showed BTC price volatility cooling in line with stocks. The latest US macroeconomic data painted a conflicting picture of labor market resilience to inflation trends. Initial jobless claims came in below expectations at 227,000…

Key takeaways: Bitcoin’s rally to new price highs happened as funding rates and trading sentiment remained unusually subdued. Rising stablecoin supply and global M2 growth indicate untapped liquidity and the potential for further price increases. Long-term holders are not aggressively selling, reflecting their expectation for continued Bitcoin price appreciation. Bitcoin (BTC) hit a new all-time high on May 21, with prices rising to $111,860 on Binance on May 22, but the markets lack the state of frenzy associated with new highs. Economist and crypto commentator Alex Krüger noted that “this is the least euphoric new all-time highs” for Bitcoin, after highlighting subdued funding rates for Bitcoin across crypto exchanges. Bitcoin price and aggregated funding rate. Source: Coinalyze The …

DeLorean launched an onchain reservation system and non-fungible token (NFT) marketplace for its upcoming electric vehicle launch, introducing a new blockchain-based approach for reserving and reselling cars. According to DeLorean, its Build Slot NFT collection grants holders priority access to purchase DeLorean’s upcoming electric car, Alpha 5 EV. The model is the carmaker’s first vehicle in over 40 years, inspired by the iconic flux capacitor from the movie Back to the Future. The company created an exclusive marketplace for its NFT holders, in which users can buy or trade the NFTs using the USDC (USDC) stablecoin on the Sui network and will be able to earn rewards. DeLorean says that each vehicle’s history and performance data will be recorded onchain through the FLUX protocol, includin…

Opinion by: Ahmad Shadid of O.xyz Semiconductors scored a rare exemption from US President Donald Trump’s aggressive reciprocal tariffs, but the relief is symbolic at best. Most semiconductors enter the US embedded in servers, GPUs, laptops, and smartphones.  The finished goods remain heavily tariffed, some with duties reaching up to 49%. The exemption looks good politically but delivers little practical benefit. Nvidia’s DGX systems, crucial for training advanced AI models, do not fall under the exempted HTS codes. Nvidia could pay effective tariffs nearing 40% on these vital components. Such costs threaten to stall critical AI infrastructure projects across the country.  Semiconductor tariffs may compromise the goal of the CHIPS Act. The act promised tens of billions of dollars in subsid…

As the question of stablecoin regulation heats up in the US Senate, so has the issue of which members are personally invested in cryptocurrencies and cryptocurrency firms. On May 19, the Senate voted to invoke cloture and move ahead with the GENIUS Act, which would provide a regulatory framework for stablecoins. The measure passed 66-32, with 16 Democrats supporting the bill. Democratic concerns over corruption and politicians’ ties to cryptocurrency firms made the bipartisan move controversial. After the vote was finished, Colorado Senator Michael Bennet introduced the STABLE GENIUS Act. The bill would prevent members of Congress from issuing or investing in digital currency and require them to put their crypto in a blind trust while in office. Bills to prevent members of Congress from i…

Cryptocurrencies and non-fungible tokens (NFTs) can help investors protect their eroding purchasing power during an era of exponential currency debasement, according to analysts and industry leaders. Investing in digital assets is becoming increasingly important in the “world of the exponential age and currency debasement,” according to Raoul Pal, founder and CEO of Global Macro Investor. “You don’t own enough crypto. When you do, you don’t own enough NFT’s, as art is upstream of wealth. Both will never be this cheap again,” Pal said. NFTs are “the single best long term store of wealth I know and you get to buy it before network effects kick in,” he added in another response. Source: Raoul Pal “There is some validity to the statement that NFTs, and in extension art, become a vehicle for th…

What if a financial system could run itself not by burning electricity, but by rewarding good behavior? That’s the promise of staking, a mechanism that powers many modern blockchains by turning users into network operators.  In this week’s episode of The Clear Crypto Podcast, hosts Gareth Jenkinson and Nathan Jeffay sit down with StarkWare’s Noam Nisan to unpack how this trustless engine works, why it matters and what’s really at stake. Understanding staking Jeffay began by highlighting how staking is part of the backbone that keeps the blockchain running, and runs itself, with volunteers. “By doing this, they’re saying, OK, we’re taking this task of running the blockchain seriously. Here's some of our money. We're putting it down. We're showing that we're serious about doing this.” To he…

Key takeaways: Memecoins like Fartcoin, WIF, SPX6900, and Popcat are outperforming Bitcoin in the short term amid renewed crypto market euphoria. Bullish technical patterns signal more upside for top-performing memecoins. Popcat stands out with a potential 350% rally, while Fartcoin and WIF also eye significant gains in the coming weeks. Bitcoin (BTC) has surged 7.35% over the past three days, hitting a new all-time high near $112,000 on May 22, but memecoins are stealing the spotlight. Fueled by BTC’s rally, several high-risk tokens are posting even larger gains, stoking possibilities that they could continue to outperform Bitcoin as the crypto bull run accelerates. Fartcoin ascending channel hints at more gains Solana-based Fartcoin (FARTCOIN) memecoin has surged 30% in the last thr…

Key takeaways: XRP price has gained 4% over the last 24 hours to $2.43, and its open interest has risen by 25%. Positive spot market activity flips the futures funding rate positive, suggesting a return of investor optimism. XRP could rally to $14 if a classic bull flag pattern is confirmed. XRP printed a “bull flag” triangle on the weekly chart, a technical pattern associated with strong upward momentum. Breaking above this technical setup and a surge in XRP futures demand could signal a rally to $14. Increasing OI rising with XRP price XRP (XRP) rose in tandem with the wider crypto market on May 22, fueled by Bitcoin’s rally to fresh all-time highs above $111,000.  XRP price followed with as much as 5.5% gains to an intraday high of $2.45 on May 22 from a low of $2.33 on May 21.  Its…

The United Kingdom’s Court of Appeal partially dismissed a lawsuit brought by Bitcoin SV investors against major crypto exchanges, including Binance, for allegedly conspiring to delist the token in 2019. In a judgment handed down on May 21, the court ruled that investors who held BSV through the delisting period (classified as “sub-class B”) were not entitled to billions in speculative damages based on BSV’s hypothetical growth. These investors had claimed over 8.9 billion British pounds ($11.9 billion) in damages, asserting that Binance’s delisting deprived holders of the chance to profit from BSV’s potential rise to a “top-tier cryptocurrency” like Bitcoin (BTC) or Bitcoin Cash (BCH). The court rejected this “foregone growth effect” theory, stating, “BSV was obviously not a unique crypto…

Cetus, a decentralized exchange (DEX) built on the Sui blockchain, has reportedly suffered a massive exploit that may have drained more than $200 million worth of digital assets. Pseudonymous Web3 researcher COMDARE3 posted on X that “users report” that Sui-based DEX Cetus is being exploited.” He also shared a screenshot of Cetus market data on DEX Screener, showing many assets losing well over half of their value over the last 24 hours. Some tokens, such as Lombard Staked BTC (LBTC) or AXOLcoin (AXOL) lost the near totality of their value on Cetus. The top 15 losers all lost in excess of three-quarters of their price. Cetus DEX-listed asset pricing data. Source: DEX Screener Outside Cetus, LBTC appears to have gained over 4% in value over the last 24% according to CoinMarketCap data. O…

A crypto trader spent $3.8 million to buy Ether at a significantly higher price after selling the asset for almost the same amount about a month ago.  On May 22, blockchain analytics firm Lookonchain reported that a crypto wallet spent $3.8 million to purchase 1,425 Ether (ETH) at $2,670 per coin, reentering ETH after a major rally.  On April 13, the same wallet sold 2,522 ETH for $3.9 million, when the asset was trading at about $1,570, a decision that, in retrospect, looks poorly timed.  “Think twice before selling your bags,” Lookonchain wrote, highlighting the potential gains if the trader just held on to their Ether instead of selling and repurchasing it at a higher price point.  Whale buys ETH after selling over a month ago. Source: DeBank Trader loses out on $2.67 million gain With …

Crypto awareness in Singapore has reached an all-time high, with 94% of respondents in a recent survey indicating familiarity with at least one digital asset. However, ownership declined, falling to 29% in 2025 from 40% the previous year, according to Independent Reserve’s fifth annual Singapore Crypto Market Survey released on May 21. The survey, conducted in February with 1,500 participants, revealed that men remain more active in crypto investing than women, 35% compared to 24%. Millennials and Gen X (aged 25–54) dominate the investor base, comprising 71% of all holders. Among those trading at least once a week, 76% fall into this age group. Related: Singapore’s Grab taps Solana DePIN project Natix to ‘reshape mapping’ Half of Singaporean investors plan to increase holdings Despite the …

The Federation Internationale de Football Association (FIFA) has selected Avalanche to power its dedicated blockchain network for non-fungible tokens and digital fan engagement, the organization announced on May 22. FIFA’s layer-1 (L1) blockchain will be powered by the Avalanche network’s scalability-focused infrastructure for the association’s five billion fans worldwide. The move comes nearly a month after FIFA announced its initial plans to launch a new network for its blockchain-based collectibles. AvaCloud’s Ethereum Virtual Machine (EVM) compatibility will enable smoother integration with decentralized wallets and applications. Related: Bitcoin hits new all-time high of $109K as trade war tensions ease The move will enable FIFA to deliver “unique digital collectibles and immersive fa…

The market cap of the world’s first cryptocurrency, Bitcoin, surpassed that of retail and tech behemoth Amazon on “Bitcoin Pizza Day.” Market data shows that Bitcoin (BTC) had a market cap of $2.205 trillion at the time of writing, $70 billion more than the $2.135 trillion Amazon valuation. “By surpassing Amazon in terms of capitalization, Bitcoin has attracted even more attention from the non-crypto audience,” said Alex Obchakevich, founder of Obchakevich Research. Obchakevich said the latest rally “will strengthen confidence in Bitcoin and lead to new injections into the crypto market.” The surge came as Bitcoin set a new all-time high and traded above $110,000, which Obchavich said will “attract new investors to large funds.” Obchakevich noted that institutional players continue to ex…

Key points: The crypto market is up 2.5% on May 22, with its capitalization above $3.48 trillion for the first time since February. Bitcoin’s new all-time high of $111,888 is boosting investor confidence across the crypto market. The cryptocurrency market is up today, with the total market capitalization rising by approximately 2.5% in the last 24 hours to reach $3.48 trillion on May 22. The total 24-hour trading volume across all crypto assets has also increased by 55% to $193.2 billion, reinforcing the intensity of the demand-side activity. Crypto market performance May 22. Source: Coin360 Let’s look at the factors driving crypto prices up today. Crypto prices buoyed by Bitcoin’s new all-time highs Today’s gains were led by Bitcoin (BTC), which broke through $111,000 for the first tim…

Key takeaways ChatGPT-powered AI agents automate trading tasks using natural language prompts and API integrations, improving speed and consistency. Successes occur when ChatGPT is used as a support tool, not a fully autonomous trading system. Failures happen when traders over-rely on ChatGPT without real-time data, proper risk management or manual oversight. Regulatory focus on AI in trading is increasing, with new frameworks emerging to ensure transparency, accountability and compliance. What if a crypto trader didn’t need to constantly check charts, worry about emotions, or stay up all night watching for sudden price swings? What if those tasks could be handled by an intelligent agent that understands instructions in plain English — and reacts within milliseconds? That’s where Chat…

Travelers using cryptocurrency for booking arrangements spend more than twice as much as regular travelers using fiat money, according to a joint report from Binance Pay and crypto travel platform Travala shared with Cointelegraph. Crypto-based bookings on Travala reached $80 million in 2024, up from $45 million the year before. Crypto travelers are also outspending their fiat counterparts, with an average booking value of  $1,211 per transaction, over 2.5 times more than fiat users who spend $469. Additionally, the report said crypto users were three times more valuable over their lifetime due to longer stays and higher repeat bookings, with crypto travelers 57% more likely to make a repeat hotel purchase. Source: Binance Pay, Travala Juan Otero, CEO of Travala, attributed these travel pr…

David Sacks, US President Donald Trump’s top adviser on crypto and artificial intelligence, said the administration expects the stablecoin bill to clear the Senate with bipartisan backing. “We have every expectation now that it’s going to pass,” Sacks told CNBC on May 21, following a key procedural vote that saw 15 Democrats join Republicans to clear the filibuster threshold. The Guiding and Establishing National Innovation for US Stablecoins (GENIUS) Act is the most advanced federal effort yet to establish a legal framework for dollar-pegged digital assets. Sacks said the bill could trigger “trillions of dollars” in demand for US Treasurys by unlocking stablecoin growth under clear rules. “We already have over $200 billion in stablecoins — it’s just unregulated,” he added. “If we provide …

Newly updated guidelines from Dubai’s crypto regulator include provisions on real-world asset (RWA) tokenization and clarify rules for issuers.  On May 19, Dubai’s Virtual Asset Regulatory Authority (VARA) released its updated Rulebook for virtual asset service providers (VASPs) operating in the region. The regulator gave market participants until June 19 to comply with the new rules.  The regulator previously told Cointelegraph that it had enhanced supervisory mechanisms and brought consistency across activity-based rules. One of the more prominent changes includes regulatory clarity on RWA tokens.  Irina Heaver, partner at the United Arab Emirates-based law firm NeosLegal, told Cointelegraph that the updated rules clarify RWA issuance and distribution.  “Issuing real-world asset tokens a…

Key points: Bitcoin all-time highs matter little to those seeing a BTC price correction as long overdue. Both the latest surge and the bull market itself are on borrowed time, traders say. Comparisons to previous price cycles remain in use despite the booming institutional investment scene. Bitcoin (BTC) traders are calling for a pullback after all-time highs and seven “green” weekly candles. BTC price momentum continues to be met with skepticism as commentators assume that lower levels will come next. BTC price roadmap prepares for Q4 “cycle peak” Bitcoin hit its highest-ever levels this week, data from Cointelegraph Markets Pro and TradingView confirmed — but despite being up by a third in Q2 already, BTC/USD remains unconvincing for many. Long-term analysis suggests that not only i…

What is shilling in crypto? At its core, shilling is the act of artificially promoting a cryptocurrency or token, often with exaggerated claims, to increase its price or popularity.  But what’s the goal?  Hype it up, get others to buy in, and then cash out, leaving latecomers holding the bag. Shilling can come from anyone: influencers, anonymous accounts or even high-profile figures with political or financial clout. The common thread is manipulation: It’s not about educating you or building real value but pumping hype for personal gain. Unfortunately, the line between enthusiastic promotion and outright deception can be thin, and many fall victim without realizing it. That’s why it’s critical to learn how to spot the signs early. …

The hacker behind a $300 million theft targeting Coinbase users has mocked blockchain investigator ZachXBT with an onchain message following a major crypto swap. On May 21, the hacker who previously stole data from at least 69,400 Coinbase users used Ethereum transaction input data to write “L bozo,” followed by a meme video of NBA player James Worthy smoking a cigar. The message came after the attacker swapped approximately $42.5 million from Bitcoin (BTC) to Ether (ETH) via THORChain. ZachXBT flagged the message on his Telegram channel, linking it to the same entity responsible for the Coinbase data breach affecting at least 69,400 users. Coinbase hacker trolling ZachXBT. Source: ZachXBT. On May 22, blockchain security firm PeckShield reported that the hacker had continued to move funds…

Tech giant Microsoft says it has taken legal action against the information-stealing malware Lumma Stealer and has blocked thousands of websites related to the software. Microsoft said in a May 21 blog post that a federal court in Georgia allowed the firm’s digital crimes unit to take down, block or suspend nearly 2,300 websites critical to Lumma’s operations, and it has collaborated with local and international law enforcement agencies to dismantle the project’s infrastructure. The company said the US Department of Justice seized Lumma’s central command structure and disrupted marketplaces where the tool was sold to other cybercriminals.  Microsoft says that Lumma has been sold via underground forums since 2022 and that it has undergone multiple upgrades since its launch. Domains seized b…

Pakistan’s Ministry of Finance has reportedly endorsed the creation of a dedicated body to regulate blockchain-based financial infrastructure in the country. The Pakistan Digital Assets Authority (PDAA) will serve as a regulatory body to oversee licensing, regulate exchanges, custodians, wallets, tokenized platforms, stablecoins and decentralized finance applications, according to a May 21 report from the state-owned broadcaster, PTV. Muhammad Aurangzeb, federal minister for finance and revenue, told the broadcaster, “Pakistan must regulate not just to catch up, but to lead” in the industry. “With the PDAA, we are creating a future-ready framework that protects consumers, invites global investment, and puts Pakistan at the forefront of financial innovation,” he said. Muhammad Aurangzeb, Pa…

A US grand jury has indicted the founder of blockchain startup Amalgam Capital Ventures over allegations he defrauded investors out of over $1 million with a fake blockchain. Jeremy Jordan-Jones was arrested and indicted on May 21 and charged with wire fraud, securities fraud, making false statements to a bank, and aggravated identity theft, the Department of Justice said on May 21.   Manhattan US Attorney Jay Clayton claimed Jordan-Jones “touted his company as a groundbreaking blockchain startup,” but alleged that, in reality, the “company was a sham, and investors’ funds were siphoned off to bankroll his lavish lifestyle.” FBI Assistant Director Christopher Raia alleged that Jordan-Jones defrauded investors of more than 1 million dollars through “misrepresentations of his purported compa…

A crypto whale has expanded an existing 40x leverage long Bitcoin bet to $1.1 billion on the decentralized exchange Hyperliquid, which has stunned the crypto community and is believed to be the first-ever position exceeding $1 billion on the platform. The X account “James Wynn” claims to be behind the position, which is now up $36 million on the trade, data from Hypurrscan’s block explorer shows. A $28.4 million margin position was used across several trades to increase the Bitcoin (BTC) position, now worth $1.13 billion. The average Bitcoin entry price was $108,065. Perp futures positions of wallet address “0x507.” Source: Hypurrscan “He did it fellas,” crypto analyst Sigma^2 wrote on X. “First position [on Hyperliquid] to exceed $1B." Wynn’s long position was at a loss of about $16.3 mil…

BlackRock’s iShares Bitcoin Trust (IBIT) has seen its largest inflow in the past two weeks as traders allocate to US spot Bitcoin exchange-traded funds (ETFs) to scoop up the rocketing cryptocurrency. IBIT’s May 21 net inflows hit $530.6 million, its biggest single-day net inflow since it took in $531.2 million on May 5, according to Farside Investors. The ETF hasn’t had an outflow since April 9. In one day alone, IBIT has accumulated over 10 times the amount of Bitcoin (BTC) mined over the same timeframe, with it scooping up 4,931 BTC against just 450 BTC produced for the day. IBIT also saw its largest volume day since January, according to the ETF tracking X account Trader T.  “Given trading volume today, expect these inflow numbers to increase,” said ETF Store president Nate Geraci.  Bl…

Decentralized finance platform Synthetix has axed its $27 million plan to acquire crypto options platform Derive after negative community feedback. A Synthetix spokesperson told Cointelegraph on May 22 that its acquisition proposal, pitched to its community and to Derive’s, “did not resonate,” and both projects agreed to “step back from the proposed acquisition.” Synthetix said on May 14 that it would acquire Derive in a token exchange deal, pricing 1 SNX token to 27 DRV tokens, which would value Derive at around $27 million, pending approval from both communities.  Synthetix strategy lead Ben Celermajer told Cointelegraph that other community concerns were the three-month token lock-up period and the deal’s price, part of which Synthetix tried to address with no lock-up for holders of les…

Bitcoin has topped $110,000 for the first time in a recent rally that has seen it gain 3% over the past day to break through past price highs from earlier this year. Bitcoin (BTC) hit a new all-time high of $110,788.98 on Coinbase late on May 21, just before 11:30 pm UTC, according to TradingView. Bitcoin has gained around 3% over the last 24 hours, surpassing its all-time high of $109,458 that it hit earlier in the day, which was the first time it traded above its previously long-held Jan. 20 peak. The world’s largest cryptocurrency has now gained 17.5% so far this year and is up 47% since its slump to $75,000 on April 7, triggered by US President Donald Trump enacting sweeping tariffs that tanked global markets. Bitcoin’s new peak comes as US stock markets were rattled by a weak 20-year …

Crypto influencer Anthony Pompliano’s fintech-focused blank-check company, ProCap Acquisition Corp (PCAPU), rose 7% on its debut Nasdaq listing after a last-minute upsizing of its initial public offering. ProCap had boosted its IPO from $200 million to $220 million on May 20, a day before its public launch, pricing its 22 million shares on offer at $10 each. ProCap shares closed the May 21 trading day up 7% at $10.70, which continued with a 1.6% bump after-hours to $10.87, Yahoo Finance data shows. PCAPU’s share price closed up 7% on its debut trading day. Source: Yahoo Finance The company has offered underwriters a 45-day option to buy up to 3.3 million additional shares at the IPO price to cover extra demand. ProCap said in an April 30 regulatory filing that the firm will be a Special Pu…

Australia’s financial regulator will seek the High Court’s permission to appeal a lower court’s ruling favoring fintech firm Block Earner, which found the company’s crypto-linked fixed-yield earning service is not a financial product. The Australian Securities and Investment Commission (ASIC) said on May 21 that it wants to ask the High Court of Australia to clarify what the definition of a financial product is and clarify the circumstances when an interest-earning product and conversion of assets from one form to another are regulated. “The definition of financial product was drafted in a broad and technology-neutral way, and ASIC believes it is in the public interest to clarify this,” the watchdog said. “This clarification is important as it applies to all financial products and services…

Both tokens jumped on the news, adding to their already large gains this month.  ( 22 min )

By leveraging trading signals from Animus Technologies, BlockTrust IRA promises to beat benchmark BTC and ETH positions.  ( 25 min )

Coinbase said 69,461 customers were initially impacted by the breach, but fears remain over the threat of real-world robberies.  ( 30 min )

Solana is gaining momentum in the fast-growing tokenized real-world asset space as traditional finance and DeFi gets increasingly intertwined.  ( 22 min )

Democratic lawmakers went through a flurry of actions to highlight concerns that Donald Trump's memecoin dinner is "corrupt."  ( 31 min )

Tokenization is one of the principal use cases of blockchain technology attracting the attention and investment of the TradFi world  ( 22 min )

Sun, a Chinese-born crypto billionaire, is also involved with the Trump-linked ecosystem through a $75 million investment in World Liberty Financial.  ( 23 min )

The tokens will be deployed on Solana and backed by real securities held by Kraken’s partner, Backed Finance.  ( 23 min )

The fund will invest at least 80% of its assets in XRP futures contracts and shares of other XRP-linked exchange-traded products.  ( 22 min )

How Black Mirror’s on-chain experiment is paving the way for the future of entertainment monetization.  ( 27 min )

Banks and large TradFi firms are preparing to join the Global Dollar network alongside firms like Robinhood, Galaxy and Anchorage, founding member Kraken said.  ( 26 min )

The token had a market cap of just $40 million before the purchase.  ( 22 min )

The House voted in favor of Senate Bill 121 which would establish a "Texas Strategic Bitcoin Reserve for the purpose of investing in cryptocurrency"  ( 21 min )

Avalanche (AVAX) Surged 11.2% while NEAR Protocol (NEAR) jumped 7.9%, leading the index higher.  ( 20 min )

When Laszlo Hanyecz purchased two large Papa John’s pizzas with 10,000 BTC on May 22, 2010, he became a legend. But how much do you really know about the man behind Bitcoin Pizza Day?  ( 27 min )

RoxomTV is being built as a media network backed by a 100% bitcoin treasury and currently holds 84.72 BTC  ( 22 min )

The passage of a U.S. stablecoin bill could be one of the most important regulatory developments in the history of crypto, the report said.  ( 24 min )

Proceeds to support corporate initiatives including bitcoin acquisitions and working capital.  ( 22 min )

Cetus is Sui’s biggest liquidity provider and decentralized exchange.  ( 24 min )

The move comes as the long/short ratio is at its lowest point since September 2022.  ( 24 min )

Your day-ahead look for May 22, 2025  ( 36 min )

The partnership builds on Two Prime's existing role in providing bitcoin-backed loans to MARA.  ( 25 min )

FIFA previously released a non-fungible token (NFT) collection on the Algorand blockchain in 2022 ahead of the Qatar World Cup.  ( 22 min )

BNB surges with strong support at $682 as Binance ecosystem activity spikes and Bitcoin’s continued rally lifts market sentiment across majors.  ( 22 min )

The trade marks a new phase of capital migration from centralized finance to DeFi — one where whales, not just retail, are willing to place big bets outside the traditional system.  ( 24 min )

Despite soaring 50% from April lows and outperforming tech and bonds, bitcoin has yet to reclaim its all-time highs against traditional safe havens like gold and silver.  ( 25 min )

An order for two pizzas was paid with 10,000 BTC fifteen years ago. Today, that same order is worth over $1.1 billion — just as BTC just hit fresh record highs.  ( 23 min )

Highest OI now sits at the $110K, $120K, and $300K June 27 strikes — showing bullish conviction  ( 22 min )

As BTC looks north, an invisible hand may work to slow the ascent above $115K  ( 24 min )

SHIB rebounds from sharp drop with a 4x surge in trading volume, holding firm above $0.000015. Analysts see signs of strong accumulation despite volatility.  ( 22 min )

Large institutions — not just retail hype — are driving this cycle’s rally, traders say, as bitcoin pushes deeper into price discovery.  ( 24 min )

If you’ve been meaning to add Vue.js to your front-end toolbelt, today’s your day. We just published a full, 6-hour Vue 3 course on the freeCodeCamp.org YouTube channel. Instructor Bhrugen Patel walks you through everything you need to build modern, ...  ( 4 min )

This guide is a comprehensive roadmap for deploying a FastAPI backend connected to a PostgreSQL database using Render, a cloud platform that supports hosting Python web apps and managed PostgreSQL databases. You can find the complete source code he...  ( 9 min )

Elixir is a dynamic, functional programming language designed for building scalable and maintainable applications. It leverages the battle-tested Erlang VM, known for running low-latency, distributed, and fault-tolerant systems. Elixir is based on an...  ( 5 min )

Anthropic has announced two new AI models that it claims represent a major step toward making AI agents truly useful. AI agents trained on Claude Opus 4, the company’s most powerful model to date, raise the bar for what such systems are capable of by tackling difficult tasks over extended periods of time and responding…  ( 20 min )

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. The data center boom in the desert In the high desert east of Reno, Nevada, construction crews are flattening the golden foothills of the Virginia Range, laying the foundations of a data center…  ( 23 min )

This week, we published Power Hungry, a package all about AI and energy. At the center of this package is the most comprehensive look yet at AI’s growing power demand, if I do say so myself.  This data-heavy story is the result of over six months of reporting by me and my colleague James O’Donnell…  ( 22 min )

In 2003, engineers from Germany and Switzerland began building a bridge across the Rhine River simultaneously from both sides. Months into construction, they found that the two sides did not meet. The German side hovered 54 centimeters above the Swiss side. The misalignment occurred because the German engineers had measured elevation with a historic level…  ( 26 min )

Owning a Porsche has been a dream for many. Well, that dream can become a reality through Porsche Malaysia’s showcase at Bangsar Shopping Centre from 21 May to 25 May 2025. The showcase features a curated selection of pre-owned models approved by the automaker itself that you can buy. According to the company, these models […] The post There Is A Porsche Malaysia Showcase At Bangsar Shopping Centre Happening Until 25 May appeared first on Lowyat.NET.  ( 17 min )

National automaker Proton has partnered with Continental Malaysia to introduce integrated tyre services at its selected authorised  service centres across the country for all its models. With this initiative, customers can conveniently purchase and install tyres during their regular service appointments. The automaker stated that the prices start at RM211 per unit for the Proton […] The post Proton Introduces Integrated Tyre Services In Collaboration With Continental Malaysia appeared first on Lowyat.NET.  ( 16 min )

Huawei has officially launched its new lineup of wearables in Malaysia, which includes the Watch Fit 4 series as well as the Watch 5. The Watch Fit 4 series comprises the Watch Fit 4 and the Watch Fit 4 Pro, while the Watch 5 comes in 46mm and 42mm sizes. To start off, the Watch […] The post Huawei Watch Fit 4 Series, Watch 5 Land In Malaysia; Priced From RM599 appeared first on Lowyat.NET.  ( 18 min )

Alongside the HONOR 400 series of phones, the brand also unveiled a tablet and a laptop, called the Pad 10 and MagicBook 14, respectively. The former is less of a surprise as we’ve seen it appearing in the SIRIM database, while the latter is probably due for a refresh. Starting with the tablet, the HONOR […] The post HONOR Pad 10, MagicBook 14 Also Get Unveiling appeared first on Lowyat.NET.  ( 16 min )

Following the teaser by the brand earlier in the month, the HONOR 400 series has now been officially launched in Malaysia. The launch confirms a number of leaks regarding the phones’ specs from earlier, as well as disproving a few of the others, but we’ll get to that in a bit. Starting with the base […] The post HONOR 400 Series Now Official In Malaysia; Starts From RM1,899 appeared first on Lowyat.NET.  ( 17 min )

Bolt has announced a new feature for airport pickups called Flight Tracking, which aims to make your travels from the airport more seamless. The feature adds to the e-hailing app’s ride-scheduling option and lets users sync their flight details with their scheduled ride. According to Afzan Lutfi, general manager of Bolt Malaysia, the platform is […] The post Bolt Introduces Flight Tracking For Airport Pickups appeared first on Lowyat.NET.  ( 15 min )

Klevv was one of the other booths we visited during Computex 2025. Located at Hall 1 of the Nangang Exhibition Centre too, the memory maker had a number of memory products to show off, plus some interesting setups. Among the list of memory products it was eager to show off, the Urbane V RGB sat […] The post Photo Essay: Bow-Inspired Memory By Klevv At Computex 2025 appeared first on Lowyat.NET.  ( 17 min )

TRYX isn’t a name that many of you would be familiar with, and that’s alright. First founded back in 2023 by a former employee at Cooler Master, the brand is trying to make a name for itself in both the desktop casing and CPU cooling markets. To be fair, the brand had initially come under […] The post Photo Essay: Of Casings and Coolers From TRYX At Computex 2025 appeared first on Lowyat.NET.  ( 17 min )

Biwin isn’t a name you’d be familiar with, but it’s been around for 20 odd years. In that time, the brand has had its fingers in the pies of every popular tech brand that we know of. Typically, Biwin operates behind the scenes, and the interesting thing about that is: it’s by design. Bob Snyder, […] The post Photo Essay: Getting To Know Biwin at Computex 2025 appeared first on Lowyat.NET.  ( 18 min )

Nissan has officially unveiled the sixth-generation Micra, now reimagined as a fully electric vehicle (EV). Set to make its full debut in the European market later this year, the shift to EV marks a significant shift for the long-standing B-segment staple. Built on the AmpR Small platform — formerly known as the CMF-B EV — […] The post Nissan Unveils All-Electric Sixth-Generation Micra appeared first on Lowyat.NET.  ( 18 min )

ASUS Republic of Gamers (ROG) Malaysia is releasing new additions to its Zephyrus and Strix lineups, which come equipped with NVIDIA’s GeForce RTX 50 Series graphics cards. While some of these laptops will be available starting 23 May 2025, others can only be purchased at the end of the month. To start off, the 2025 […] The post ASUS ROG Zephyrus, Strix 2025 Laptops Land In Malaysia 23 May appeared first on Lowyat.NET.  ( 17 min )

The Road Transport Department (JPJ) has launched a new design of the Malaysian Driving License (LLM) cards, which has enhanced security features. According to the JPJ director-general, Datuk Aedy Fadly Ramli, the new version of the LLM card was distributed in stages starting 21 May. Physical printing of the latest version of the card is […] The post JPJ Launches New Driving License With Advanced Security Enhancements appeared first on Lowyat.NET.  ( 16 min )

As hinted by its recent SIRIM listing, vivo has confirmed that the Y19s Pro will soon be coming to Malaysia. The company’s official website has posted a teaser of the upcoming phone along with its colours and configurations. The Y19s Pro will be coming in 6GB+128GB and 8GB+256GB options in blue, silver, and black colourways. […] The post vivo Y19s Pro Officially Coming To Malaysia Soon appeared first on Lowyat.NET.  ( 16 min )

It was quite a long time ago when it was first announced that cashback rewards company ShopBack announced its support for the TNG eWallet. Now, it’s finally time for the reverse to happen, as TNG Digital has announced that its eWallet now has ShopBack integrated into itself instead. With this partnership, comes the new “Shop […] The post TNG eWallet Gets ShopBack Integration For Cashback Rewards appeared first on Lowyat.NET.  ( 16 min )

In addition the launch of its C2 Surveillance systems, Synology also launched its PAS7700 active-active NVMe all-flash storage solutions at Computex 2025. Specs-wise, the PAS7700 integrates two controllers, is able to house 48 NVMe SSDs within a 4U chassis, and has the ability to scale up to 1.65 Petabytes (PB) of raw capacity, with enough […] The post Synology Launches PAS7700 All-Flash Storage Solution At Computex 2025 appeared first on Lowyat.NET.  ( 15 min )

Alcatel started hinting at its V3 Ultra 5G smartphone recently,  with a picture of its box being posted on X as well. As per its box, the phone was shown to have a stylus, as well as a triple-camera setup at its back.  Now, the phone’s key specs have been revealed via a Flipkart page, […] The post Alcatel V3 Ultra 5G Specs Reveal Confirms 5,010mAh Battery appeared first on Lowyat.NET.  ( 16 min )

AEON Bank, the digital bank by AEON, has announced that its debit card now comes with free ATM withdrawals. While users previously had to pay the standard RM1 fee when withdrawing from MEPS ATMs, the fee will now be waived for all ATMs throughout Malaysia. Simply put, you will still be charged RM1 when using […] The post AEON Bank Now Offers Free Local ATM Withdrawals appeared first on Lowyat.NET.  ( 15 min )

Earlier this week, Deputy Comms Minister Teo Nie Ching announced the launch of the Strategic Artificial Intelligence Infrastructure, which is reportedly Malaysia’s first sovereign full-stack AI ecosystem. Now, the Ministry of Investment, Trade, and Industry (MITI) has clarified that the initiative, which involves Skyvast Corporation and Huawei Technologies, was not developed, endorsed, or coordinated by […] The post Full-Stack AI Infrastructure Not A Government Initiative, Says MITI appeared first on Lowyat.NET.  ( 16 min )

In addition to the GT 30 Pro, Infinix also announced the XPad GT, which is a tablet rather than another phone. This marks the expansion of the GT series, or as the company calls it, the GT Verse. On its spec sheet, the Infinix XPad GT has a 13-inch 2.8K display with a 144Hz refresh […] The post Infinix XPad GT To Be Officially Available In Malaysia For RM1,699 appeared first on Lowyat.NET.  ( 16 min )

Acer today unveiled new additions to its Nitro-branded graphics card lineup at Computex 2025. The series now includes Intel Arc A and B Series models, alongside the high-performance AMD Radeon RX 9060 XT OC cards. All new Nitro GPUs share a reinforced design with an aluminium backplate and a non-flex frame for durability. They include […] The post Acer Unveils New Intel Arc and Radeon RX 9060 XT GPUs At Computex 2025 appeared first on Lowyat.NET.  ( 18 min )

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For years, IT professionals have balanced a critical dichotomy: essential yet monotonous daily tasks consuming their valuable expertise. Microsoft's bold integration of artificial intelligence within Microsoft 365 challenges—and changes—this paradigm entirely. As AI quietly assumes the ordinary, IT admins can step forward into the extraordinary, shifting from managing minutiae to shaping strategy. What happens to an IT admin freed from repetitive chores? They're empowered to innovate, wield influence, and transform their role from problem-solvers into organisational visionaries. Imagine—just for a moment—a day without countless clicks, portal navigation, or routine queries. Imagine speaking naturally to your administrative tools, eliciting immediate insights and seamless summaries. Enter M…  ( 6 min )

Today I found out that disabling a form field in Rails means it won't be submitted at all. I used disabled: true thinking I could show a value that users can’t change — and I could — but the downside is that the value doesn’t get sent to the controller. I learned that if I want the value to be shown but not editable and still be passed in the form data, the correct attribute to use is readonly: true. This small difference between disabled and readonly matters when you're depending on that data in your controller. It’s not a Rails issue; it’s how forms work in general. This was a helpful thing to learn today. Hopefully it saves someone else a bit of time too.  ( 3 min )

Google AI Overviews: These are AI-generated contexts (Overviews) that waste your time and mobile data/Wi-Fi. This feature spreads incorrect information or misinformation to the public. Examples: 😆 Have you gotten into problems while baking pizza? Then don’t ask Google (with Overviews) 😆🤣🤣 If you want to see more of these examples: searchengineland.com/google-ai-overview-fails-442575 Simple! Install browser extensions Change your default search engine sudo rm -rf Google Wait! I’ll skip this part, because we are developers — we make things. chrome_settings_overrides — This is the POWER! I will explain more about this in this post. Let's Start ! Create manifest.json Add name, description, and version. { "name": "No Google's AI Overview", "version": "1.0", "description": "Si…  ( 5 min )

🎮 Introduction Remember the thrill of guiding a pixelated snake to gobble up food while avoiding collisions? Let's recreate that nostalgia by building the classic Snake game using Amazon Q CLI and Pygame. Amazon Q CLI is an AI-powered command-line tool that assists in generating code through conversational prompts. By leveraging it alongside Pygame, we can streamline the game development process on a Linux environment. Amazon Q CLI: AI-driven code generation tool Pygame: Library for game development in Python Python 3.8+: Programming language Linux: Ubuntu/Debian-based system recommended sudo apt update sudo apt install -y python3 python3-pip python3-venv git pip3 install pygame You can install Amazon Q CLI using the official .deb package provided by AWS. .deb installer: wget htt…  ( 4 min )

Welcome to Day 16 of our Linux Security Basics series! After securing file permissions on topic 4, it’s time to add a layer of network security with a firewall. A firewall controls incoming and outgoing traffic, protecting your system from unauthorized access. Today, we’ll explore two user friendly tools: ufw (Uncomplicated Firewall) and firewalld. Let’s set up a simple firewall to fortify your Linux system! Why Use a Firewall? Choosing Between ufw and firewalld Setting Up a Firewall with ufwd Setting Up a Firewall with firewalld Best Practices A firewall acts as a gatekeeper, allowing only trusted traffic while blocking potential threats. Without one, your system is vulnerable to attacks like port scanning or unauthorized remote logins. Both ufw and firewalld simplify firewall management…  ( 5 min )

Software concorrente, paralelismo, múltiplas threads, esses assuntos sempre acabam surgindo, independentemente do seu nível de senioridade. Por muito tempo, esses temas foram verdadeiros pesadelos para mim. Eu me lembro de estudar concorrência usando C na faculdade. Eu fazia os exercícios, e eles funcionavam, mas, por muito tempo, parecia que eu não entendia muito bem como o computador conseguia fazer a "mágica" de executar meus programas de forma mais "rápida". Este guia foi feito para abordar os conceitos de processos, clone de processos e threads, usando Ruby como linguagem base. Ruby é uma linguagem de programação interpretada e multi paradigma, com tipagem dinâmica e gerenciamento automático de memória. O interpretador mais comum é o MRI, sigla para Matz's Ruby Interpreter, também con…  ( 10 min )

Artificial Intelligence (AI) is rapidly transforming industries, societies, and personal lives through powerful capabilities such as automation, prediction, personalization, and autonomous decision-making. However, with great potential comes profound ethical responsibilities. As AI systems gain more influence over critical decisions—from hiring to healthcare to criminal justice—it becomes essential to examine the ethical frameworks that guide their development and deployment. This article explores the core ethical challenges in AI and outlines principles and practices to ensure responsible innovation. Ethical AI isn’t just a theoretical discussion—it’s a practical necessity. Without safeguards, AI can reinforce biases, compromise privacy, and operate without accountability. Ethical AI ensu…  ( 5 min )

Dark mode isn’t just a feature, it’s a lifestyle. Tbvh, dark mode just makes everything cooler. And if your site doesn't have it yet, what are you even doing? 😅 just HTML, CSS and JavaScript. No libraries. No frameworks. Just pure, clean code. A basic webpage that switches between dark and light mode when you click a button. That’s it. No long writeups. Create a button to trigger the toggle: Toggle Dark Mode Hello, world! This is a simple dark/light mode toggle. You can add more stuff, but for now, we’re keeping it minimal. We’ll use the dark-mode class to switch themes. /* Light mode (default) */ body { background-color: #f2f2f2; color: #1a1a1a; font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif; text-align: center; p…  ( 4 min )

In very simple terms, Machine Learning is the process of using existing data to create a mathematical function. For example, we have an ice cream shop's data that includes the average temperature of the past 30 days, along with the number of ice creams sold on each day. We can analyze this data (average temperature and number of ice creams sold) and can create a mathematical function that fits with the existing data. Further, this function can take the average temperature as input and return the prediction of the number of ice creams that can be sold on that day. From the existing data, the data that we use as the condition, in our case, the average temperature, is called a Feature. The main data that we are targeting to predict, in our case, the number of ice creams sold, is called the Label (also known as the target variable in technical terms). In mathematical terms, the features are referred using xxx . Hence, the features can be represented as [ x1,x2,x3,...,xnx_1, x_2, x_3, ..., x_nx1​,x2​,x3​,...,xn​ ]; whereas the label is referred to as yyy . The process of defining the function using the existing data is called Training. This is the step where the model (a general term used for the mathematical function we create) learns the relationship between features and labels. Further, the process of using the defined function to get the predicted value is called Inferencing. In mathematical terms, the function is referred to as f(x)f(x)f(x) . Moreover, the predicted value by the function is referred to as y^=f(x)\hat{y} = f(x)y^​=f(x) Final Words This was the fundamental knowledge of Machine Learning.  ( 3 min )

Let’s face it: console.log is the comfort food of debugging. It’s quick, familiar, and kind of satisfying in that junk-food sort of way. But if you've ever buried your terminal in a jungle of console.log("HERE"), console.log("THERE"), and the classic console.log("WTF is going on"), then you already know — it doesn’t scale. Here’s the thing: if you're building real software (not just tinkering on a rainy Sunday), you need sharper tools. Tools that let you see what's happening under the hood without littering your codebase with digital breadcrumbs. So yeah, it’s time to break up with console.log. But don’t worry — I’m not gonna leave you hanging. Let’s look at some smarter, dare I say, mind-blowing ways to debug your code without turning your terminal into a cry for help. console.log? Hone…  ( 7 min )

5 Must-Know Algorithms for Building AI Agents (Beginners Guide) If you're getting started with AI agents, understanding these 5 key algorithms will give you a strong foundation. Let’s break them down simply: 1️⃣ Q-Learning 2️⃣ Deep Q-Network (DQN) 3️⃣ A (A-Star) Search* 4️⃣ Policy Gradient Methods 5️⃣ Monte Carlo Tree Search (MCTS) Want to dive deeper? Let’s explore each one step by step! 🚀 What it does: Teaches AI to pick actions that earn the most "points" (like a game). How it works: It learns by trial and error, updating the cheat sheet over time. What it does: Upgrades Q-Learning for complex tasks (like playing video games). How it works: Remembers past experiences to learn faster. 3️⃣ A (A-Star): The GPS for AI* What it does: **Finds the shortest path from A to B (used in games/maps). Combines actual distance + smart guesses to avoid useless paths. What it does: Teaches AI directly what to do (instead of just tracking rewards). How it works: Adjusts probabilities—like tuning a dial to prefer actions that work best. What it does: Helps AI plan ahead by simulating future moves. How it works: Why This Matters 💡 Pro Tip: Got questions? Ask below! 👇 Happy learning! 😊  ( 4 min )

If you're using Termux for hacking, scripting, or just learning Linux on your Android device, you’ve probably seen this advice a hundred times: “Always update and upgrade your packages before installing anything.” But how exactly should you do it without breaking your setup? In this guide, I’ll show you the right way to update and upgrade Termux like a pro, while also avoiding common errors that frustrate beginners. Whether you're a complete newbie or you've already installed Termux, this guide will help you keep your terminal smooth, stable, and ready for hacking! When you first install Termux, it doesn’t come with the latest versions of its tools and libraries. That’s where update and upgrade come in. Here’s why they’re essential: 🔄 Update fetches the latest package information from rep…  ( 5 min )

In this article we are going to learn how to setup and quickly get running with a webrtc TURN server in Ubuntu under 5 mins Before installing the TURN server I must mention that there are free and paid alternatives available for turn servers these include OpenRelayProject.org (completely free 20GB cap) Metered.ca TURN servers ( paid solution with features like global regions, 99.999% uptime etc) You need a cloud VM, a dual core CPU with 1 GB ram and 50 GB SSD should suffice You will need a static IP address, you can get one with the VM that you are spinning You can get one from any cloud provider AWS or Google Cloud When creating the instance choose Ubuntu as the Operating System Step 2: Installing and Configuring a TURN server In this section we are going to install …  ( 6 min )

What I Built JobWizard is an AI-powered web application that transforms the job search process, saving hours of manual effort and boosting application success rates. It automates the discovery of relevant job offers and generates personalized cover letters tailored to each role, using real-time company and user data. Whether you’re a data engineer seeking roles in France or a marketer exploring remote opportunities, JobWizard streamlines your job hunt with precision and speed. The system addresses the real-world problem of time-consuming job searches and generic applications. By leveraging Bright Data’s MCP server, JobWizard scours the web for up-to-date job listings, enriches them with insights (e.g., company culture, salary ranges), and crafts compelling cover letters that align your s…  ( 4 min )

SVG implementation of a cool cursor canvas widget, edited to be a rocket  ( 2 min )

TL;DR This article explores the critical infrastructure components B2B SaaS companies need when transitioning from SMB to enterprise customers. We'll examine zero-trust architecture implementation, reliability engineering practices, and identity management systems that satisfy enterprise security requirements, with practical guidance based on real-world experience scaling a cybersecurity platform. Introduction Security Architecture: Implementing Zero-Trust Reliability Engineering for Enterprise SaaS Identity Management Systems for Enterprise Customers Infrastructure Evolution Timeline Conclusion The technical infrastructure that adequately serves small and mid-sized businesses often crumbles under enterprise scrutiny. As developers and technical leaders, we face a fundamental challenge w…  ( 6 min )

Check out this Pen I made!  ( 2 min )

We should still teach coding Sue Smith for Fastly ・ Mar 31 #ai #llm #webdev #learning  ( 2 min )

I am sharing my experience organizing the translation of content into different languages. I work on a multilingual website using the Next.js i18n + MongoDB (Mongoose) stack. The site contains a significant amount of text that is occasionally updated. Google Translate is used to translate the texts in the project. Initially, a simple function was created to translate the view. // @/lib/translate.ts import "server-only"; import { z } from "zod"; const { Translate } = require("@google-cloud/translate").v2; const ApiKey = z.string().parse(process.env.GOOGLE_TRANSLATION_API_KEY); const googleTranslate = new Translate({ key: ApiKey }); export async function translateFromEn(text: string, locale: string): Promise { try { if (locale === 'en') return text.trim(); const…  ( 5 min )

Laravel Reverb is changing the game for real-time applications. If you're looking to build a live chat system without relying on third-party services like Pusher, you’re in the right place. I’ll guide you through building a real-time public chat app step by step using: Laravel Reverb (WebSocket broadcasting) Laravel Breeze (Blade + Alpine.js) Tailwind CSS Laravel Echo on the frontend You’ll also learn how to avoid common pitfalls, debug broadcast issues, and get this thing working in a production-friendly way. If you'd like to skip the setup and just see how it's done, feel free to clone the full project from GitHub: 🔗 GitHub Repository https://github.com/Tahsin000/reverb-live-chat git clone https://github.com/Tahsin000/reverb-live-chat.git cd reverb-live-chat composer install npm install…  ( 5 min )

Tired of using HTTP, WebSockets, or message queues just to make two local Node.js apps talk to each other? Meet nodeBond — a lightweight, dependency-free IPC bridge that lets your Node.js apps exchange messages locally, fast and easily. Zero dependencies — built on Node.js net Fully local: no ports, no servers Bi-directional messaging with .dual() CLI-ready: npx nodebond send appX '{"hello": "world"}' Cross-platform (Windows named pipes, Unix domain sockets) Debug mode via NODEBOND_DEBUG=1 MIT licensed & open-source npm install nodebond appA.js const bond = require('nodebond').dual('appA', 'appB'); bond.sendTo('appB', { msg: 'Hi from A' }); appB.js const bond = require('nodebond').dual('appB', 'appA'); bond.on('data', msg => console.log('[appB]', msg)); npx nodebond send appA '{"ping": "from CLI"}' Check it out on GitHub: github.com/Xzdes/nodeBond Star it if you like it, or use it in your next CLI, automation tool, or desktop process bridge.  ( 3 min )

Self-paced learning strategies have gained attention as flexible approaches to skill development amid changes in the job market. The nature of work continues to shift due to technological advances, economic fluctuations, and shifting employer expectations. In this context, individuals may find self-directed learning useful to adjust their knowledge and capabilities at their own speed. The ability to control when and how to learn can offer a more personalized educational experience compared to traditional, time-bound formats. As workplaces gradually integrate new technologies and adapt to different organizational structures, workers often face varying requirements. Self-paced learning strategies provide an option to engage with new material according to personal schedules, potentially easin…  ( 6 min )

Debugging embedded systems can feel like navigating a maze—one wrong turn and you’re lost in a sea of registers, memory dumps, and cryptic error codes. Whether you’re working with microcontrollers, FPGAs, or custom SoCs, the debugging process is often more challenging than in traditional software development. In this post, I’ll share some practical tips and tools that have helped me (and many others) debug embedded systems more effectively. Start With the Basics: Check Your Hardware Before diving into code, verify your hardware setup: Power Supply: Is your board getting the correct voltage and current? Connections: Double-check all cables, jumpers, and connectors. Peripherals: Are sensors, displays, or other peripherals properly connected and powered? A surprising number of issues are caus…  ( 4 min )

@ Body() and @ Param() are just two of the most commonly used parameter decorators in NestJS. NestJS provides a rich set of decorators to extract data from various parts of an incoming HTTP request. Example: GET /tasks?status=OPEN&limit=10 @Get() getTasks(@Query('status') status: string, @Query('limit') limit: string) { // status will be 'OPEN', limit will be '10' } @Get() getTasks(@Query() query: { status?: string; limit?: string }) { // query will be { status: 'OPEN', limit: '10' } } Example: Authorization: Bearer @Get() getUser(@Headers('Authorization') authHeader: string) { // authHeader will be 'Bearer ' } @Get() getRequestHeaders(@Headers() headers: Record) { // headers will be an object containing all request headers } @Get() getIp(@Ip() ip: strin…  ( 4 min )

Let’s face it: Working in a monorepo without proper tooling is like trying to parallel park a cruise ship. 🛳️ You’ve got 100 projects, 500 tasks, and a CI pipeline that takes longer to run than The Lord of the Rings trilogy. But here’s the good news—Nx, Turborepo, and Bazel can turn that ship into a speedboat. I’ve seen teams waste weeks untangling dependency graphs and debugging “works on my machine” ghosts. But with the right hacks, your monorepo can go from “chaos engine” to “velocity machine.” Buckle up. Why Your Monorepo Feels Like a Python Script on a NASA Rover Monorepos should simplify collaboration, but without turbocharged tooling: Task orchestration becomes “run everything and pray.” Caching is a myth (“But it ran 5 minutes ago!”). Dependency graphs look like your t…  ( 5 min )

Ever feel like the tech world speaks a secret language designed purely to confuse you? Like they're throwing around terms like "API" just to watch your eyes glaze over? It's okay, you're not alone. Sometimes, tech jargon feels less like helpful terminology and more like a robotic chant only understood by machines fueled by blinking lights and questionable energy drinks. But here's a little secret: that scary-sounding "API" is actually something you interact with constantly in your everyday life, probably even before you've had your morning caffeine fix. And it's not actually that complicated when you break it down. So, let's ditch the confusing code for a minute and talk about something much more important: coffee. Because, believe it or not, understanding how you get your glorious cup of …  ( 9 min )

The Mobility Database is an international catalog of public transit data for transit agencies, rider-facing apps, technology vendors, researchers, and others to use. It features over 3,000 General Transit Feed Specification (GTFS) and GTFS Realtime feeds. Here's what we did in May: Search by GTFS feature 🤔 Curious to know which GTFS features different agencies support? This new search filter allows you to easily discover feeds based on the features they’ve implemented, such as Fares, Flex or Pathways. Explore here. Update: TransitFeeds will be deprecated by December 2025 The Mobility Database is replacing TransitFeeds.com as the central open platform for discovering transit data. We’ll be adding two more features before removing access to TransitFeeds at the end of this year: Moving historical TransitFeeds data to the Mobility Database Adding routes and stop visualizations for each feed 🇨🇦All data from Statistics Canada’s Canadian Public Transit Database has now been added. 18 new locations: 🇧🇷Brazil, Rio de Janeiro: Angra dos Reis 11 new British Columbia static and real time feeds Quebec: Rouyn-Noranda 🇫🇷France: Occitanie Guernsey: Sark Shipping Sermersooq Tsu Airport Line and Kuwana City 24 updated locations including data from 🇨🇦Canada, 🇮🇳 India, 🇮🇱 Israel, 🇮🇹 Italy, 🇯🇵 Japan, 🇪🇸 Spain, and the United States. Detailed data breakdown here Are you using the Mobility Database for your app or website? Let us know so your needs can be considered in our roadmap. You can add your app to our list here. Many thanks to Transitous and Rome2Rio who added themselves this month! Byron Williams Christoffer Søndergaard Dan Cory (Urban Footprint) Diego Canales (ActionFigure) Giovanni R. Ferreora (City Hall of Angra dos Reis) Hiroyuki Ito (Rosenzu.com) Jannis R Karl von Weyhe Michael Salaverry @Solain Radha Krishna  ( 3 min )

When I first started using Jenkins, I began with Freestyle jobs, which felt straightforward—just click, configure, and run. Then I explored Pipelines and learned how they differ by building a Java app, scripting from the terminal, and using Git to manage project files. 1. Building with Freestyle Jobs Build my Java app using Maven Run shell scripts (after configuring Jenkins to recognize Git Bash) Understand that the pom.xml file is essential for Maven builds because it defines the project structure and dependencies Freestyle jobs provide an easy way to experiment, but there are limitations when the build process becomes more complex. 2. Exploring Pipelines – Defining Builds as Code Pipeline jobs allow defining every build step as code within a Jenkinsfile. Instead of using the UI, the process is scripted, for example: pipeline { agent any stages { stage('Build') { steps { echo 'Running build...' } } } } This approach enables version control of build processes, clearer visibility into each stage, and better scalability for complex workflows.  ( 3 min )

An organization’s structure determines how people communicate, make decisions, and stay motivated. Groups employees by specialized functions (e.g., Marketing, Finance). Pros: Deep expertise within departments Clear career paths and supervision Cons: Silos may form, limiting collaboration Slow decision-making across functions Organizes units around products, markets, or regions. Pros: Strong focus on specific product lines or geographies Faster response to local needs Cons: Resource duplication across divisions Potential competition for corporate support Combines functional and divisional chains of command. Pros: Flexible deployment of talent Encourages cross-functional teamwork Cons: Dual reporting can confuse roles Political jockeying for scarce resources Centers on a small core organization that outsources major functions. Pros: Highly adaptable to change Leverages external experts Cons: Less direct control over partners Dependency on external stability 5. Team-Based Structure Organizes around self-managed, cross-functional teams. Pros: High employee engagement and ownership Rapid innovation through diverse perspectives Cons: Role ambiguity can arise Requires strong team-building and conflict-management skills How Structure Shapes Behavior • Communication: Hierarchies vs. networks change how information flows. • Decision-Making: Centralized vs. decentralized structures affect speed and empowerment. • Motivation: Clear roles boost certainty, while fluid teams drive creativity.  ( 3 min )

In android applications, the programs and screens which users can interact are presented by activity. Every application have at least one activity, but not limited to one. There are several lifecycle process of activity: All of these lifecycle of activities are having their own callback methods, to run certain functions when they are reaching certain state: Activity First Created Initialization and basic setup of the activity you also need to call what layout to be served to UI Activity becoming visible to user User are able to see the activity, but not yet responsive for user interaction Preparation before becoming interactive Activity starts interacting with user For example, when you gets called when using your phone and you answer the call, after the call it will give you the resume Captures user input, usually where the implementations of app core's functionality is done This First 3 callback function will be created and called when open app System changed focus from the current activity For example, when you use application and open another app, onPause() will be called. Application still partially visible. Indicate activity to enter either stop or resume Activity is no longer visible to user Activity is destroyed usually used for clean up Activity is stopped and is starting again always followed by onStart() activity-lifecycle by developer android what is activity in android  ( 3 min )

Distributive (Competitive) Bargaining Distributive bargaining treats the resources at stake as fixed. Goal: Claim the largest possible share Mindset: “Win–lose,” zero-sum Tactics: Anchoring with extreme first offers Small, incremental concessions Withholding information Integrative bargaining seeks to expand value so both sides gain. Goal: Create a “win–win” outcome Mindset: Mutual problem-solving Tactics: Sharing interests, not positions Brainstorming multiple options Building trust and long-term relationships Preparation Define clear objectives and priorities Identify your Best Alternative to a Negotiated Agreement (BATNA) Research the other party’s needs and constraints Information Exchange Open with questions to understand interests Listen actively and take notes Clarify ambiguities before moving on Proposal & Bargaining Present your first offer strategically Use concessions to signal flexibility Seek trade-offs that create value Closure Summarize agreed points to confirm understanding Formalize terms in writing or contract Celebrate agreements to reinforce partnership Follow-Up Monitor implementation of commitments Address any unforeseen issues promptly Nurture the relationship for future negotiations  ( 3 min )

Step 1: Understand Superconductivity What’s Superconductivity? At super low temperatures, certain materials like niobium or aluminum lose all electrical resistance, becoming superconductors. Electrons pair up into Cooper pairs, moving through the material without losing energy. Why This Matters: Superconductivity allows quantum effects, like tunneling, to take place without interference from electrical resistance. This sets the stage for a Josephson junction. Think of It Like: A frictionless highway where cars (electrons in this case) can zoom along without slowing down. Step 2: Build the Josephson Junction Structure: A Josephson junction is made by sandwiching a super thin insulating layer (like aluminum oxide, just a few nanometers thick) between two superconducting materials (e.g., niob…  ( 4 min )

Create a simple Virtualized List While many of us have some or the other way have come across the UI performance issues in react which on digging take us to same old simplifying heavy DOM. It can be rendering large list items in list, lazy loading, image optimization, etc. With time as the application scales up the simplifying DOM rendering becomes a complex process. Here we are looking into list rendering but in virtual manner. typically we developers use map function to render the list in rows. with this approach rendering thousands of rows browser will create same no. of DOM elements. The DOM in background is using CPU/GPU of users system. This is not it, the CPU consumption increase with user events such as scroll or performing CRUD operations which results reduced framerate, lag …  ( 6 min )

TDZ Pro’s Hidden Growth Weapon: Why a Customized CRM and Data Mining Team Beats Automation Every Time Marcus ・ May 15 #crm #sales #datamining #startup  ( 2 min )

It started from the idea that it would be cool to have an automatically generated "zen koan" play out at a specified interval, automatically generated using prompt-engineering to created varied outputs. For example, every hour between 8AM and 8PM, I would call the API with a prompt like "Inspire me with amazing life energy and tie in _____" and the blank would be filled in with a random word or phrase so that each generation was fresh. Then this would be turned into audio with TTS and played through the speakers. This was just the basic idea, and I quickly began building this using Python scripting and ample help from GPT to accelerate the process. Quickly I realized it would be more fun to make it a creative app, and ideas began to flow. Eventually it became more to my taste as an artisti…  ( 10 min )

As a front-end dev still sharpening my skills, JavaScript keeps surprising me. Here are 5 simple but powerful JS tricks I wish I had discovered earlier — and now use all the time: 1. Optional Chaining (?.) const userName = user?.profile?.name ?? "Guest"; 2. Destructuring for Cleaner Code const { name, age } = person; const [first, second] = colors; 3. Array.some() and Array.every() items.some(item => item.stock > 0); items.every(item => item.stock > 0); 4. Spread & Rest Operators const newArray = [...arr1, ...arr2]; function sum(...nums) { return nums.reduce((a, b) => a + b, 0); } 5. Short-Circuit Evaluation && and || to simplify conditional logic: isLoggedIn && showDashboard(); const user = input || "Anonymous"; These tricks aren't advanced — just practical. Once I started using them, my code became much cleaner and easier to understand. If you're learning JavaScript, give these a try! What are your favorite JS tips? Drop them below!  ( 3 min )

I. Partitionnement du disque. A. Installation de l’image ArchLinux : Démarrez votre vm et appuyez sur la touche pour pouvoir accéder à la fenêtre du BIOS. Allez dans Boot Manager. Sélectionnez le CD contenant l’image iso pour l’installation de Archlinux. Ici on a : UEFI QEMU DVD-ROM QM00001. Sélectionnez le modèle d’installation : Arch Linux install medium (x86_64, UEFI). Une fois que le shell apparaît, vous pouvez écrire vos commandes. B. Quelques réglages et partitionnement du disque : Pour commencer, réglez votre clavier en AZERTY car il est configuré par défaut en QWERTY. Pour cela il faut, écrire la commande suivante: loadkeys fr. Utiliser la commande fdisk -l pour lister les disques présent ou la commande lsblk Remarque : fdisk -l permet d’afficher la ta…  ( 8 min )

Introduction YAML (YAML Ain’t Markup Language) is a human-readable data serialization language designed for configuration and data interchange. Unlike XML or JSON, YAML uses minimal syntax and indentation (spaces) to represent structure, making it easy for humans to read and write. Developers encounter YAML all the time: it’s the backbone of many DevOps tools (Kubernetes manifests, Docker Compose files, Ansible playbooks, CI/CD pipelines, GitHub Actions workflows, etc.). For instance, GitHub Actions workflows are defined in YAML files (in .github/workflows/), since “YAML is a markup language that’s commonly used for configuration files”. Because of its ubiquity in modern tooling and its focus on readability, understanding YAML is invaluable for developers. YAML’s syntax is defined by a …  ( 9 min )

i started it because one day i read this weirdly simple, sad story online. a guy passed away - just some normal crypto/creator dude - and his family couldn’t access anything. no logins. no wallets. no passwords. gone. millions lost. digital accounts just... locked in time. that stuck with me way more than i expected. i kept thinking: if i died today, would anyone know how to get into my stuff and recover all crypto that i stacked on different platforms? probably not. and that’s not because i have millions (i wish), but because our lives are so deeply tied to digital accounts now. everything from money to memories is behind a login screen. and yet - no one talks about what happens to it all when we're gone. so that’s where cipherwill came from. a simple thought: what if there was a way to s…  ( 4 min )

Integrating large language models like Gemini from Google into a .NET application is often associated with setting up HTTP clients, managing API payloads, handling rate limits, and parsing responses. If you're just starting out or want a simpler way, the MaIN.NET library offers a minimal setup to get you connected with just a few lines of code. This tutorial shows how to configure your app to use Gemini and includes a small example project to demonstrate interaction with the model. .NET SDK. A Gemini API key from Google AI Studio or Vertex AI. An IDE or text editor (e.g., Visual Studio Code, Rider, or Cursor) Internet connection for API access 💡 Good to know: Google currently offers a generous free quota for Gemini API usage via both AI Studio and Vertex AI. This is a great opportunity to…  ( 5 min )

Welcome back to The Tiny Cat Guide to AI! In our previous post on Prompt Engineering, we explored how to give clear instructions to our creative AI felines. 😹 Now, let's dive deeper and peek inside the "engine room". What exactly is Generative AI? How does it power these amazing capabilities? What makes these models tick? Generative AI is essentially a system combining countless learned patterns to create something entirely new. To help visualize the fundamental concept of how it works, I’ve put together another visual story. This time, it involves a rather surprising (and overflowing) box of tiny cats! As our cat-filled box illustrates, you can think of Generative AI as that brand new, super-talented cat that emerges. It can meow happily, purr with contentment, and knows all the best…  ( 5 min )

I’m developing a parental control app (Android 14-15, Android Studio Java) and need to take screenshots on a child’s Android smart phone(Samsung A15). However, all the common solutions I’ve found is just the MediaProjection API—have major limitations. For instance, it requires user approval every time the device reboots, and apps like YouTube can interrupt the recording process when they enter full-screen mode. Despite this, I’ve seen some parental control apps like Ever Accountable that request permission only once(Not Screen Recording-Installed Apps, but Accessibility, Device Administrator, Usage Stats and Notifications), can take screenshots silently in the background, and are not affected by interruptions from other apps. Can someone please recommend a proper, persistent solution for taking background screenshots without requiring repeated user interaction or being interrupted by other apps?  ( 3 min )

useReducer in React: A Step-by-Step Guide for Real-World State Management In modern React development, managing state predictably is key to building maintainable, scalable applications. While useState handles simple state needs, useReducer shines when your component’s state logic becomes more complex or when the next state depends on the previous one. In this article, we'll break down the useReducer hook in depth and show how it enables clear, scalable, and testable state transitions. We’ll also build a mathematical counter using reducer patterns, covering advanced JavaScript concepts like the spread operator, custom actions, and strict typing with TypeScript. useReducer? useReducer is a React hook that provides an alternative to useState. It’s commonly used when: State logic is comple…  ( 4 min )

Zyn 2.1.0 introduces flexible build profiles configurable entirely via zyn.toml. Now you can define compiler flags for release, debug, or any custom profile directly in your project config: `[settings.profiles.release] [settings.profiles.debug] [settings.profiles.your_profile] You can add custom profiles with your own names and flags, making builds fully tailored to your needs. Additional improvements include better internal architecture and updated documentation to help you use these new features. Getting started: Update to Zyn 2.1.0, configure your profiles in zyn.toml, and build with: zyn run --release Enjoy more control and simplicity in your C/C++ builds with Zyn!  ( 3 min )

Many people who seek solitude are often misperceived because our society places such a high value on socializing and joint activities. The one who skips the group event and hides in a corner, rather than participating in conversation, often ends up being labeled as a hermit or even friendless. In fact, choosing to be alone might be a positive and self-aware choice plenty of people make. Alone does not always mean lonely. Solitude is a refuge from the external world where quietness enables reflection, feelings are able to make sense of and lasting peace is found. A person who decides to spend time alone does not want to avoid others. It is about returning to oneself. Understanding the Appeal of Solitude Everyone has a unique amount of energy and interaction they are comfortable with. Others…  ( 5 min )

A post by fadi alakrami  ( 4 min )

Just installed Termux on your Android device and wondering what to do next? Great! You’re now one step closer to exploring the power of Linux on your phone. But before diving into tools like Metasploit or Nmap, you need to understand the basics— Termux commands. In this post, I’ll share the top 10 Termux commands that every beginner should know. These will help you navigate, manage files, install tools, and more. Let’s keep it simple and practical. pkg update && pkg upgrade This is the first command you should run after installing Termux. It updates all the packages to their latest versions. pkg update && pkg upgrade Pro Tip: Always update before installing any new tool. pkg install This command is used to install packages (tools or utilities) in Termux. pkg install python Replace py…  ( 4 min )

Do you guys remember those classic business game cards we used to play as kids? Suddenly, while exploring the Amazon Q game challenge, a wave of nostalgia hit me — why not recreate that fun digital version? I took few minutes to build the entire game . How We Used to Play 2 to 3 players (sometimes more!) A board full of cities across India We’d start by splitting the money we had Roll the dice to move around the board Buy cities when we landed on them Pay rent if someone else owned the city Encounter taxes, jail, lotteries along the way And finally, the player with the most tickets (or assets) wins the game! If you haven’t tried Amazon Q CLI yet, here’s a quick guide to get started: Install Q CLI on your machine Run q chat to start interacting Build your favorite games or apps! Why Amazon Q Developer CLI? It’s a powerful tool that simplifies working in Linux environments, saving you time and boosting productivity. Plus, it’s fun to build interactive CLI games — like our classic business board game! If you want to build Amazon Q CLI: Here is the blog link on how I installed, and also attaching the podcast link on AWS MCP https://medium.com/@abinayasv/vibe-coding-with-amazon-q-a-new-way-to-build-with-ai-fe0b28b6871e https://www.linkedin.com/posts/iamswetha7_aws-awscommunitybuilder-aws-activity-7328741056768860160-Muk2?utm_source=share&utm_medium=member_desktop&rcm=ACoAAC1z7TsBj6_ceWI9AC3F7lqWjPe9RWoRmLg  ( 3 min )

Table of Contents: Intro Documentation Each API gets a file Proxies and Environments Verbs live in one place Non-network data Benefits In conclusion As a UI Architect one common problem space I've noticed across teams and repos is how to organize network calls in web apps. Without a plan in place, you are likely to naively just call axios or fetch from any random component, JS file, or global store. Or you may try moving all network calls into your global stores so at least there is some consistency and it gets them out of the components. We tend to think of network calls as just a simple function that has two results (success/failure). This thought process can lead to underestimating the need for putting in the effort to organize them better. You may easily end up with a ton of network ca…  ( 11 min )

Alright, let's be real. If you're deep in the React trenches like I am, you know the usual suspects: React Router, Redux, maybe Axios for your data fetching. And yeah, they're great, staples even. But in 2025, just knowing the 'big three' (or four, or five...) isn't quite enough to really feel like you're flying, you know? My productivity, and honestly, my sanity, often comes down to those lesser-known, sometimes seriously underrated, npm packages. The ones that make you go, "Where have you been all my life?!" So, I've been wanting to share a list of tools that have genuinely made a difference in my projects. We're not just talking about the obvious headliners here. We're diving into some hidden gems that React developers should know – the kind that can truly supercharge React apps and str…  ( 14 min )

Hi devs 👋 After years of working on enterprise projects and constantly facing form-related challenges, I decided to build something I've always needed: an online form builder that actually works well for complex forms. 💡 FormSchema.com is my solution — a powerful, flexible, and developer-friendly form builder built for real-world use cases. 🧩 Why Another Form Builder? Nested sections Conditional logic Dynamic fields Multi-step wizards Custom validation Clean, maintainable integration with Angular, React, or plain HTML So I built FormSchema to support all of that — and more — with schema-driven forms. 🔧 What Makes It Different? Designed for Developers: JSON-based configuration, easy integration. Handles Complex Forms: Need nested fields, repeatable groups, or dynamic logic? It’s got you covered. Embeddable: Easily drop it into any site with a script tag. Custom Components: Extend it with your own Angular or React components if needed. Ionic Support: Works well in mobile hybrid apps too. ⚡ Quick Preview Design a form with drag-and-drop or code view. Add sections, logic, and validation. Get a public URL or embed code. Start receiving submissions immediately. 💻 Try It Out FormSchema.com and let me know what you think. It’s free to use for now. I’d love your feedback — especially if you deal with complex forms regularly. ✉️ Let’s Connect Feel free to reach out or drop your thoughts below! Always happy to hear from fellow developers.  ( 3 min )

Chrome DevTools introduced AI Assistance in October 2024. Initially, AI assistance could only modify page content, but it couldn't apply those changes directly to your local source code. At Google I/O 2025, a new feature was introduced, allowing you to apply changes from AI assistance directly to your local source code. This means any modifications made with AI assistance will now be persistent. To enable this, you need to connect your source code to Chrome DevTools via Workspace. Manually connecting source code can be inconvenient, especially when working on multiple projects. Fortunately, you can now automatically connect your source code to Chrome DevTools using Automatic Workspace Folders. For Automatic Workspace Folders to work, you need to create a com.chrome.devtools.json file insi…  ( 4 min )

Hey folks! 👋 I recently built GOSync, a lightweight desktop application that securely syncs files over SSH. It supports both password and key authentication, has a real GUI (PySide6), and even runs silently in the system tray. No cloud. No telemetry. Just your files — synchronized your way. ✅ SSH-based authentication (key or password) 🖥️ GUI built with PySide6 (Qt for Python) 🔒 Encrypted settings saved locally 🔁 Auto and manual sync options 📥 File upload/download over SCP 📂 Two-panel file view (local and remote) 🛠️ Tray support with quick actions 🧪 Cross-platform builds: Windows (.zip) and Linux (.AppImage) You can grab the latest release here: 👉 GitHub – GOSync No installer required — just extract and run. Python source is also available if you'd like to run it manually or contribute. bash pip install -r requirements.txt python main.py  ( 3 min )

Welcome back, developers! Yesterday, we learned how to branch and merge like Git ninjas. Today, we’re going full automation mode with GitHub Actions — your new best friend for building, testing, and deploying code without lifting a finger (well, almost 😎). Imagine having a robot that checks your code, runs tests, deploys apps, makes you coffee (okay, not that last one… yet) — all triggered by events like pushing to a branch or opening a pull request. GitHub Actions. It's a powerful CI/CD (Continuous Integration / Continuous Deployment) system built right into GitHub. ✅ Automate repetitive tasks 🧪 Run tests every time code is pushed 🚀 Deploy apps automatically 📦 Build and publish packages 🤝 Boost collaboration with teams Here’s how to build a simple GitHub Action that runs tests when …  ( 4 min )

How to create your own completion for vim Cherry Ramatis ・ Aug 5 '23 #vim #neovim  ( 2 min )

How to Build Dynamic Charts in React with Recharts (Including Edge Cases) caleb-ali ・ May 21 #react #datavisualization #typescript #rechart  ( 2 min )

Everything in Python is Object-Oriented Example: a = 2 # 'a' is an object of integer type Similarly: roll = [1, 2, 3, 4] roll.append(5) # list method roll.pop() # remove last element Here, roll is an object of the list class. A class is a blueprint. It has: Data / Properties → Variables Functions / Behaviors → Methods Example (Structure only): class Human: name age phone_no def demo(): pass Class names should be in PascalCase → ThisIsClass Variable and method names should be in snake_case → this_is_variable 💡 OOP Benefits ✅ Reusable code ✅ No global variables required ✅ Organized and modular code ✅ Easier debugging ✅ Data protection via encapsulation 🧨 Non-OOP Example (Risky!): balance = 100 def withdraw(amount): global balance …  ( 4 min )

I got a request from a user who asked if I could add a build of the docker-cheatset image for the arm64 architecture. I thought it was a good idea and luckily I had done this before, so I added it to the list of architectures that are built by the GitHub Actions workflow. Going over the repository, I saw that there was several things that could be improved. Pinning of the GitHub Actions Pinning og the Dockerfile base image I also added a push of the Docker image to GitHub Container Registry (GHCR). I found out that I had not pushed the last release to DockerHub, so improve the whole build and release process, would be a good idea. After several attempts and the following releases: 0.18.0 with added arm64 architecture to the build process and bump of base image 0.19.0 with added push to GHC…  ( 4 min )

Back with 5 more small-but-mighty Python scripts to automate your everyday tasks and boost your productivity!! 📧 1. Email Yourself a Daily Journal Entry import smtplib from email.mime.text import MIMEText body = input("What's on your mind today?\n") msg = MIMEText(body) msg['Subject'] = '📝 Daily Journal' msg['From'] = 'you@example.com' msg['To'] = 'you@example.com' server = smtplib.SMTP('smtp.gmail.com', 587) server.starttls() server.login('you@example.com', 'your_app_password') server.send_message(msg) server.quit() ✔️ Use an App Password if using Gmail. 🗂️ 2. Convert CSV to JSON in Seconds. import csv import json with open('data.csv', 'r') as f: reader = csv.DictReader(f) rows = list(reader) with open('data.json', 'w') as f: json.dump(rows, f, indent=4) ✔️ Swap CSV → JSON or vice versa with a quick tweak. 🔍 3. Find and Replace Text in Multiple Files import os folder = 'my_project' for file in os.listdir(folder): if file.endswith('.txt'): path = os.path.join(folder, file) with open(path, 'r+') as f: content = f.read().replace("OLD_TEXT", "NEW_TEXT") f.seek(0) f.write(content) f.truncate() ✔️ Automate tedious refactoring or content cleanup. 🎵 4. Download YouTube Videos as MP3 (Audio Only). from pytube import YouTube url = input("YouTube URL: ") yt = YouTube(url) stream = yt.streams.filter(only_audio=True).first() stream.download(filename="audio.mp3") ✔️ Turn lectures, podcasts, or tutorials into offline audio. 🌐 5. Check If Your Internet Is Working (and Speed) import speedtest st = speedtest.Speedtest() print(f"Download: {st.download() / 1_000_000:.2f} Mbps") print(f"Upload: {st.upload() / 1_000_000:.2f} Mbps") ✔️ Use in automation or when debugging slow web apps. 🪧 Like These? Here's What You Can Do: ✅ Bookmark this post 💬 Comment your favorite one 🔔 Follow me — because Part 3 might be next 👀  ( 4 min )

I taught Goose how to drive (a rover) Goose has no hands, no eyes, and no spatial awareness, but it can drive a rover! I came across a demo video from Deemkeen, where he used Goose to control a Makeblock mbot2 rover using natural language commands like "drive forward/backward," "beep," and "turn left/right" powered by a Java-based MCP server and MQTT. Inspired and excited to take it further, I taught the rover to spin, blink colorful lights, and help me take over the world! I needed to get a few tools installed on my development environment, including Docker, MQTT (brew install mosquitto), and Java. A Docker Compose file was provided to get started with MQTT, and I needed to make a few changes, and create some subfolders to store data. Goose helped with these instructions: version: '3.8'…  ( 6 min )

Written by Marie Starck✏️ The world has never been more distributed — physically or virtually. Thanks to the internet, businesses can now reach users across the globe. To support this reach, infrastructure must scale accordingly. Multi-region setups help reduce latency and increase reliability by distributing resources closer to users. In this article, you’ll learn how to set up a multi-region web application using AWS. We’ll walk through a high-level example of deploying a frontend and a small backend REST API distributed across the US and Europe. You’ll serve the app through two subdomains. There’s us.mysuperwebsite.com for users in the Americas and eu.mysuperwebsite.com for European users. We’ll use us-east-1 and eu-central-1 as our AWS regions. To begin, your frontend code needs to be…  ( 7 min )

Written by Anna Monus✏️ Slow-loading pages can stem from multiple causes, which makes them one of the most challenging issues to fix in web development. Lighthouse (LH) is Google’s free and open-source website auditing tool that can help you detect and solve your web performance issues and speed up your site. In this post, we’ll look into what Lighthouse audits are, how to interpret them, what they look like on a real website, and how to generate them in different ways. For the examples, we’ll use the homepage of the Mozilla Developer Network. Lighthouse audits are automated diagnostic checks that evaluate different aspects of the user experience and performance of a web page. They are part of a Lighthouse report that you can generate by running the LH tool on a web page. We’ll see later…  ( 9 min )

CREATE OR REPLACE PROCEDURE compare_tables_with_multi ( table_names IN SYS.ODCIVARCHAR2LIST, l_batch_no IN NUMBER ) AS sql_stmt VARCHAR2(10000); merge_stmt CLOB; ip_merge_stmt_1 CLOB; ip_merge_stmt_2 CLOB; set_clause VARCHAR2(10000); insert_clause_dst VARCHAR2(10000); insert_clause_src VARCHAR2(10000); ip_tbl_last_update_col VARCHAR2(1000); ip_tbl_create_date_col VARCHAR2(1000); ip_tbl_primary_col VARCHAR2(1000); resultset tbl_nmbr; insert_rows_affected NUMBER(10); chunk_sql VARCHAR2(4000); task_name VARCHAR2(1000); l_try NUMBER(5); l_status NUMBER(5); chunk_size NUMBER(10) := 20000; BEGIN FOR i IN 1..table_names.COUNT LOOP -- Validate table_name IF table_names(i) IS NULL OR NOT REGEXP_LIKE(tabl…  ( 4 min )

Fast doesn’t mean meaningful. 🟢 The Ultimate Guide to Building a Personal Brand That Stands Out The Art of Networking: How to Build Strong, Meaningful Relationships We track tasks, optimize routines, chase goals… If your calendar’s full but your heart’s not in it, you’re just sprinting in a circle. Fix this: Define what success means to you. Match your work to that vision. Let go of tasks that just look good on paper. Purpose isn’t fluffy. ✅ CTA: Build aligned productivity at SmartSolveTips.com  ( 3 min )

This is a submission for the Postmark Challenge: Inbox Innovators. I built a seamless email-to-fax module as part of FS PBX, a FreeSWITCH-based business phone system. This new feature allows users to send faxes simply by emailing an attachment to a formatted Postmark email address. The system parses the incoming email, processes attachments, and delivers the fax using FreeSWITCH. All status notifications, including errors, are sent back to the user via Postmark, creating a smooth and reliable faxing experience directly from any email client. To send a fax with FS PBX: 1. Compose an email: In the “To” field, enter the 10-digit destination fax number (no spaces or dashes) followed by @fax.yourdomain.com Example: 9093655050@fax.yourdomain.com 2. Add your company’s fax number in the Subject fi…  ( 4 min )

Busyness feels like progress—until it doesn’t. 🟢 How to Build a Strong Personal Brand for Career Success The Power of Networking for Professional Growth What most people call “overwhelm” is usually: Saying yes to everything. Letting other people’s urgency dictate your focus. Mistaking motion for meaning. Here’s how to flip that: Start with just 3 high-impact tasks daily. Say no to work that doesn’t align. Use the Eisenhower Matrix—every week. You're not meant to do everything. ✅ CTA: Want clarity without the chaos? Reclaim focus at SmartSolveTips.com  ( 3 min )

Are you curious about hacking, coding, or Linux but only have a smartphone? Don’t worry— Termux is your gateway to a whole new world of possibilities, right from your Android device. In this beginner’s guide, I’ll break everything down in simple English. You’ll learn what Termux is, why it’s powerful, and how you can start using it today—even if you’ve never touched a terminal before. Termux is a powerful terminal emulator for Android. It lets you access a Linux environment and run command-line tools directly from your phone or tablet. Think of Termux as a toolbox. Inside it, you can: Install Linux packages Write and run shell scripts Use programming languages like Python or C Learn ethical hacking tools like Nmap, Hydra, or Metasploit Control remote servers using SSH Automate tasks with s…  ( 5 min )

Artificial Intelligence (AI) is redefining security in software applications by facilitating heightened weakness identification, automated assessments, and even autonomous threat hunting. This article delivers an in-depth narrative on how generative and predictive AI are being applied in the application security domain, designed for cybersecurity experts and decision-makers as well. We’ll delve into the growth of AI-driven application defense, its modern strengths, obstacles, the rise of autonomous AI agents, and prospective trends. Let’s begin our exploration through the past, present, and coming era of AI-driven application security. History and Development of AI in AppSec Early Automated Security Testing see how get started Growth of Machine-Learning Security Tools A notable concept…  ( 11 min )

Have you ever faced difficulty with conversions from JSON to CSV or CSV to JSON? JSON makes a programmer’s life easy, while CSV makes an accountant’s life easy. But when we’re working across teams or systems, we often need both formats. That’s where conversions come in. Sure, there are plenty of online tools available. It’s convenient — but let’s pause for a second... What about data privacy? We’re developers — we can solve this ourselves. And the best part? Bash script + PHP (hey, PHP isn’t dead yet 😉). JSON to CSV php -r '$data = json_decode(file_get_contents("path/input.json"), true);$fp = fopen("output.csv", "w");fputcsv($fp, array_keys($data[0]));foreach ($data as $row) fputcsv($fp, $row);fclose($fp);' CSV to JSON php -r '$csv = array_map("str_getcsv", file("path/input.csv"));$headers = array_shift($csv);$data = array_map(fn($row) => array_combine($headers, $row), $csv);file_put_contents("path/output.json", json_encode($data, JSON_PRETTY_PRINT));' ➕Bonus: XLSX to JSON libreoffice --headless --convert-to csv input.xlsx --outdir . && mv input.csv desired_name.csv  ( 3 min )

🚀 Week 4 of My Web Development Journey I’ve just wrapped up Week 4 of my web development journey, and it was packed with some seriously powerful CSS concepts. From layout mastery to a full personal portfolio — here’s everything I learned and practiced this week: 📚 Topics I Covered: 🔹 CSS Positioning 🔹 CSS Flag Project – The Flag of Laos 🔹 Advanced CSS -> CSS Display: Learned and practiced how elements behave: block, inline, inline-block, and none. -> CSS Float: Got a look into how float was used for layouts before Flexbox became standard. -> Responsiveness: Learned how to design websites that adapt gracefully to different screens. -> Media Queries: Practiced using conditional CSS to target mobile, tablet, and desktop views. -> Mini Project – Web Design Agency: Built a small responsive agency website to apply everything. 🔹 Flexbox 🔹 CSS Grid 🔹 Bootstrap It’s like CSS on steroids — great for rapid prototyping. 🔹 Capstone Project – Personal Portfolio 🧠 Key Takeaways: ⚡ Challenges I Faced: Bootstrap’s class naming took a bit of practice to get used to, but it’s clicking now! 📌 Projects & Code: 💬 Let’s Connect! Which layout method do you prefer — Flexbox or Grid? Drop your thoughts in the comments or share your layout wins and fails! Let’s learn together. 😄  ( 4 min )

As a developer working with JavaScript, it is crucial to understand the built-in array methods that enable efficient and readable data manipulation. Among these, filter, map, and reduce stand out as essential tools for transforming and processing arrays in a functional programming style. This article explores these three methods in detail, providing clear syntax, use cases, and examples. filter(): Selecting Specific Elements Purpose: The filter() method creates a new array containing elements from the original array that satisfy a specified condition. It is commonly used when you want to exclude elements based on a logical test. const filteredArray = array.filter(callback(element, index, array)); callback: A function that returns true to keep the element or false to exclude i…  ( 6 min )

A post by Tech Dung  ( 5 min )

Cheating at Search with LLMs Nick K ・ May 21 #webdev #programming #ai #rag  ( 2 min )

Are you still doing repetitive tasks manually? These Python scripts are small, powerful, and designed to save your time and energy—whether you're a developer, student, freelancer, or just someone who uses a computer daily. 📁 1. Bulk Rename Files in a Folder import os for count, filename in enumerate(os.listdir("my_folder")): dst = f"file_{count}.txt" os.rename(f"my_folder/{filename}", f"my_folder/{dst}") ✔️ Renames all files to file_0.txt, file_1.txt, ... 📚 2. Merge All PDFs in a Folder import PyPDF2 import os merger = PyPDF2.PdfMerger() for pdf in os.listdir(): if pdf.endswith(".pdf"): merger.append(pdf) merger.write("merged.pdf") merger.close() ✔️ No more dragging PDFs into online tools. Done locally in seconds. 📝 3. Extract Text from Any PDF from PyPDF2 import …  ( 4 min )

Neste episódio do Fronteiras da Engenharia de Software, Genaína Rodrigues falou sobre suas pesquisas em Engenharia de Missões Robóticas, tendo sido entrevistada por Adolfo Neto e Maria Claudia Emer. Genaína é professora associada da Universidade de Brasília e possui doutorado pela University College London, além de mestrado pelo CIn/UFPE e graduação pela UnB. YouTube: https://youtu.be/qghdjPnVxW4 Spotify: https://open.spotify.com/episode/0cCqI2NB7YC57rLMQcGyDn Demais plataformas: https://creators.spotify.com/pod/show/fronteirases/episodes/Engenharia-de-misses-robticas--com-Genana-Rodrigues-UnB-e333gp9 Site do Fronteiras da Engenharia de Software: https://fronteirases.github.io/episodios/paginas/56  ( 3 min )

Integrating Apple Pay with Stripe in a React Native CLI project involves configuring your Apple Developer account, setting up Stripe, installing dependencies, and implementing the payment flow. This guide uses the @stripe/stripe-react-native SDK and is iOS-focused, as Apple Pay is available only on Apple devices. Before starting, ensure you have the following: A React Native CLI project (not Expo). A valid Apple Developer Program account. A Stripe account (test keys available). Xcode installed on macOS. A physical iOS device (real Apple Pay testing). Node.js, npm or yarn. A code editor like VS Code. You must be enrolled in the Apple Developer Program to use Apple Pay. Sign in to the Apple Developer Console. Go to Certificates, Identifiers & Profiles > Identifiers. Click the + button. Selec…  ( 5 min )

This is a submission for the Bright Data AI Web Access Hackathon I created Challenge Feed, a web application where you can discover the latest programming challenges from several popular platforms—all in one place. Developers often need to visit several sites and browse multiple pages to find new challenges. My goal was to simplify this process, making it faster, more centralized, and engaging. Challenge Feed collects challenges from different sources, stores and manages this data using Bright Data, and displays everything in a modern interface with features like saving, liking, and viewing highlights in a stories format. Whether you’re looking for hackathons, code jams, or online competitions, you’ll now find it all in one place. You can try Challenge Feed live here: 👉 https://challenge-…  ( 4 min )

What to Watch on Hulu: Top Shows and Movies Right Now on Hulu If you’re wondering what to watch on Hulu, you’re in for a treat. Hulu has solidified its place as a go-to streaming platform, offering a diverse catalog of award-winning series, blockbuster movies, and fresh releases that cater to every taste. Whether you’re asking what shows are on Hulu, what movies are on Hulu, or what is new on Hulu, this guide will help you navigate the platform’s best offerings as of May 2025. Let’s dive into the top picks for what can I watch on Hulu right now. Hulu’s reputation for quality entertainment continues to shine, thanks to its curated selection of original content and partnerships with networks like FX. One standout series to explore is The Bear, a critically acclaimed drama that snagged 11 E…  ( 4 min )

This guide provides step-by-step instructions for setting up a graphical user interface (GUI) on a Linux virtual machine and accessing it remotely using Remote Desktop Protocol (RDP). This works for both Azure VMs and AWS EC2 instances. For a visual walkthrough of this process, check out our YouTube tutorial: Hate Command Line? Get a FULL GUI on Your Linux Cloud VM Instead! GUI (Graphical User Interface): The visual way to interact with your computer using windows, icons, and menus instead of text commands. RDP (Remote Desktop Protocol): Microsoft's protocol that allows you to connect to and control a remote computer as if you were sitting in front of it. XRDP: An open-source implementation of the RDP protocol that allows RDP clients to connect to Linux machines. XFCE: A lightweight deskto…  ( 6 min )

sync.Pool is a high-performance tool in Go's standard library for caching and reusing temporary objects. It is suitable for the following scenarios: Scenario: Objects that need to be frequently created and destroyed (such as buffers, parsers, temporary structs). Optimization goal: Reduce memory allocations and garbage collection (GC) pressure. Example: // Reuse byte buffers var bufPool = sync.Pool{ New: func() interface{} { return bytes.NewBuffer(make([]byte, 0, 1024)) }, } func GetBuffer() *bytes.Buffer { return bufPool.Get().(*bytes.Buffer) } func PutBuffer(buf *bytes.Buffer) { buf.Reset() bufPool.Put(buf) } Scenario: Concurrent request processing (such as HTTP services, database connection pools). Optimization goal: Avoid contention for global resources, a…  ( 6 min )

"Bringing the power of modern AI into the hands of developers — the Spring way." Spring AI 1.0 has officially reached General Availability (GA) as of May 20, 2025 — and it's a milestone worth celebrating for Java developers, enterprise teams, and anyone looking to integrate AI into production systems without reinventing the wheel. 📢 Official Announcement 🚀 Get Started Tutorial 🧠 Deep Dive by The New Stack Spring AI brings a consistent, idiomatic, and pluggable framework for integrating AI into Spring Boot applications. It abstracts the complexities of LLMs and vector stores — offering developers a clean, declarative API to interact with AI capabilities like: Prompt templates Embedding generation Vector store access AI function invocation RAG (Retrieval-Augmented Generation) patterns And…  ( 4 min )

Text-based searches can be slow in relational databases, especially when dealing with large datasets. This is because these databases are primarily designed for structured data and not optimized for full-text search. When performing such searches using operators like LIKE, the database often needs to examine each row individually to find matches. This row-by-row comparison is inefficient and can lead to timeouts or significant performance issues, particularly with large volumes of data. To optimize the text searches we can use Elastic search. To observe the power of elastic search, lets take an example of REST api built with express. 1. Create an express app New express app is created with 2 routes - 2. Set up mySQL and elastic search client npm i mysql2 @elastic/elasticsearch 💡 Note: Elastic search service should be running on local port 9200. Elastic search requires creation of index before we can insert data , similar to a database in mysql. For index creation checkout the full source code added at the end of the article . 3. Set up routes for REST api Route creation for path dbSearch which uses mySQL Route creation for path elasticSearch using elastic search Both the queries are similar. 4. Start up express server and test REST api Rest Api using mysql Rest Api using elastic search The search performed using elastic search is ~165% faster on average. Full code here - Github What are your thoughts on usage of elastic search?  ( 3 min )

As someone who's not too familiar with using Python, I am confused about creating multiple virtual environments with different Python versions. To solve this issue, I found a helpful library that can help me create multiple virtual environments with different Python versions. I use pyenv and pyenv-venv to tackle this problem, and many tutorials explain the installation process in Linux and MacOS, so I will share how to install it on Windows. pyenv and pyenv-venv Firstly, I need to install both the library by following the instructions on the git page pyenv-win and pyenv-win-venv. For the first step, I need to install pyenv first by executing these commands: Invoke-WebRequest -UseBasicParsing -Uri "https://raw.githubusercontent.com/pyenv-win/pyenv-win/master/pyenv-win/install-pyenv-win.p…  ( 4 min )

✅ Yes – if you don’t adapt, it will replace you. ✅ Yes – if you ignore it, you will be left behind. But if you embrace it, AI becomes a powerful ally — not a threat. “Is AI going to replace developers?” And the answer is: Not the good ones. AI can assist with small tasks. It can generate snippets. It can even help brainstorm ideas. But when it comes to: Rolling out a full application Designing a secure, scalable architecture Setting up complex infrastructure or clusters That still requires human expertise. That still requires you. We need architects — People who understand logic, structure, and strategy. AI is only as smart as the instructions it gets. So the question isn’t whether AI is a threat. It’s whether you’ll lead with it – or get left behind by it.  ( 3 min )

A post by Chris van Steenbergen  ( 3 min )

In an age where information drives everything from decisions to conversations, news applications have become essential tools for millions of users. Whether it's breaking stories, tech updates, or global headlines, users crave accessible and organized news platforms—especially on mobile. If you're a beginner interested in mobile development, building a news app using React Native and JavaScript is a powerful starting point. In this comprehensive guide, you’ll not only learn how to create a basic news app, but you’ll also explore how real-world concepts—like fetching data from APIs, structuring UI components, and navigating between screens—come together in a practical project. By the end, you’ll have a functional mobile app and the confidence to take on more complex builds. Let’s get started…  ( 5 min )

10 VS Code Extensions That Save Me Hours Every Week As a developer, these tools turbocharge my workflow—here's how they can help you too. When I first started coding, I wasted hours on manual formatting, debugging, and repetitive tasks. Now, with the right VS Code extensions, I automate the tedious parts of my day and focus on what matters: building great software and solving data problems. Here are my top 10 picks (plus pro tips!) for saving time and sanity. Why I love it: No more arguing about semicolons or indentation. Prettier automatically formats code on save, enforcing consistency across projects. Pro Tip: Pair it with .prettierrc to customize rules for JavaScript, Python, or YAML. // .prettierrc { "semi": false, "singleQuote": true } Time Saved: 1+ hour/wee…  ( 4 min )

Google has introduced Veo 3, a neural network designed to generate videos with audio, including accented speech and background noise. Key highlights: What are your thoughts on this? Would be happy to read them in the comments below!  ( 3 min )

In today's digital age, building high-performance and reliable web services is a goal pursued by every developer. Today, we sincerely recommend Hyperlane to you. It is a lightweight and high-performance Rust HTTP server library designed to simplify your network service development. Hyperlane is built with pure Rust and the standard library, offering true cross-platform compatibility across Windows, Linux, and macOS, with a consistent API experience on all platforms. It relies on Tokio's asynchronous runtime to achieve seamless network communication without any platform-specific dependencies. Main Features: Supports HTTP request parsing, response building, and TCP communication. Supports request and response middleware, WebSocket, and Server-Sent Events (SSE) for flexible and efficient real…  ( 4 min )

Data cleaning is a useful process to articulate the desired state of data before being ingested and used for insights and visualization. Data driven decisions often depend on accuracy of the data being presented. Missing data Incorrect data Outliers Duplication Irrelevant data Missing data Imputation (mean, median, mode) dropping rows/columns with excessive missing values Incorrect data Validate against external reference standardization of formats manual correction by domain expert/review Outliers - deleting / retaining based on domain review Duplication - fuzzy matching, use unique indentifiers Irrelevant data - feature importance score, correlation analysis to determine and remove features of low variance or no contribution to target variables. import pandas as pd df = pd.read_csv('your_data.csv') imputer = SimpleImputer(strategy='mean') df['A'] = imputer.fit_transform(df[['A']]) df = df.dropna(axis=0, thresh=df.shape[1] // 2) # Drop rows with > 50% missing df['A'] = df['A'].astype(str) Q1 = df['A'].quantile(0.25) df = df.drop_duplicates() X = df.drop(columns=['target']) y = df['target'] model = RandomForestClassifier() model.fit(X, y) feature_importances = pd.Series(model.feature_importances_, index=X.columns) important_features = feature_importances[feature_importances > 0.01].index df = df[important_features.tolist() + ['target']] Now df is cleaned and ready for analysis or modeling.  ( 3 min )

Join the Postmark Challenge: Inbox Innovators - $3,000 in Prizes! dev.to staff for The DEV Team ・ May 21 #devchallenge #postmarkchallenge #webdev #api  ( 2 min )

Hyperlane: A Lightweight, High-Performance Rust HTTP Server Library In modern web service development, developers need a lightweight and high-performance HTTP server library to simplify the development process while ensuring efficient service operation. Hyperlane is designed for this purpose—a Rust HTTP server library aimed at providing an easy-to-use and powerful experience for network service development. Hyperlane not only supports basic HTTP request parsing, response building, and TCP communication but also offers rich functionalities to meet the needs of modern web service development: Middleware Support: Hyperlane allows developers to easily add middleware for requests and responses, enabling flexible request handling and response generation logic. Real-Time Communication: With sup…  ( 5 min )

Original article: Feeling like your Windows machine is crawling? Before you throw it out the window (pun intended), try these simple tips to speed things up! I'll keep things simple, actionable, and beginner-friendly. You don't need to be a tech wizard to do any of these. If you have too many apps launching at boot, they can negatively impact your system's performance. Press Ctrl + Shift + Esc to open Task Manager (or search for it in the Start Menu), then go to the Startup Apps tab and disable what you don't need. Right-click on the startup apps you want to disable at startup and select Disable. Don't worry; disabling them here won't uninstall anything, it just stops them from launching automatically. You'd be surprised how many pre-installed apps or unused software sit around doing not…  ( 5 min )

Building web applications requires both front-end expertise and back-end infrastructure. Appwrite Sites simplifies this process by providing a platform for deploying, hosting, and scaling web applications. To ease this process even further, Appwrite Sites offers a variety of starter kits for popular frameworks like Next.js, React, Vue, Nuxt, Angular, SvelteKit, and Flutter. In this blog, you will learn how to set up the SvelteKit starter template and deploy it to Appwrite Sites. SvelteKit is a modern web framework built on top of Svelte that enables fast, server-rendered and client-enhanced web applications with powerful routing, data loading, and deployment features out of the box. Appwrite's SvelteKit starter template includes: A clean, single-page UI Integration with Appwrite's SDK Pre-…  ( 4 min )

In the rapidly evolving field of AI-driven video generation, OpenAI’s Sora stands out as a pioneering tool that transforms textual prompts into dynamic, high-fidelity videos. However, harnessing Sora’s full potential requires more than just descriptive language—it demands a strategic approach to prompt crafting grounded in cinematic principles, clarity, and iterative refinement. Recent evaluations highlight both Sora’s impressive capabilities and its current limitations, including bias and inconsistencies in rendering complex scenes. By understanding Sora’s underlying technology, adopting best practices from expert prompt engineers, and learning from community-driven experiments, creators can significantly improve output quality. This article synthesizes the latest insights and news to off…  ( 7 min )

TDZ Pro’s Hidden Growth Weapon: Why a Customized CRM and Data Mining Team Beats Automation Every Time Marcus ・ May 15 #crm #sales #datamining #startup  ( 2 min )

This guide is for absolute beginners who want to get into AI/ML using JavaScript. Yes, Python is dominant in the AI world, but JavaScript is evolving fast and has growing support for AI frameworks. You can learn the fundamentals and even build real AI-powered apps in JS. Why Learn AI with JavaScript? Prerequisites Level 1: Core JS Foundation Level 2: Math & Logic for AI Level 3: Data Skills in JS Level 4: ML & AI with JS Bonus: Combine JS + Python Project Ideas Tool Stack for JS AI Final Tips Works in browser: No complex setup. Great for frontend + AI: Perfect for real-time web apps. TensorFlow.js allows training and deploying ML models in the browser or Node.js. No coding experience required. Just basic computer and internet knowledge. Curiosity and consistency. Variables (let, const) Dat…  ( 4 min )

Google’s groundbreaking Project Starline, which aimed to make video calls feel like in-person meetings, has evolved into Google Beam — an advanced 3D communication platform that now incorporates real-time AI translation. Announced at Google I/O 2025, this technology promises to transform how we connect across distances, making remote interactions feel remarkably natural and breaking down language barriers. Project Starline Transforms into Google Beam: Revolutionizing Remote Communication | by Gajanan Rajput💚 | May, 2025 | Medium Gajanan Rajput💚 ・ May 21, 2025 ・ Medium  ( 3 min )

We are thrilled to partner with Postmark to bring the community a brand new DEV challenge. Running through June 1, the Postmark Challenge: Inbox Innovators invites you to play with data by leveraging Postmark's inbound email parsing capabilities. Email remains one of the most universal and powerful communication tools, and Postmark's developer-focused API makes it easier than ever to incorporate sophisticated email functionality into your applications. This challenge is your opportunity to demonstrate how creative you can get with email-based features while adding an impressive project to your portfolio! Read on for our prompt. For this challenge, your mission is to build an application using Postmark's inbound email parsing feature. Postmark's inbound email parsing allows you to receive …  ( 5 min )

We all love to build things that “just work.” But sometimes, the very things that seem perfect on the surface can silently rack up technical debt, or worse, financial cost. Let’s talk about caching. Sometime last year, I implemented a payment integration flow: Generate a token Authorize the request Create a payment link It was seamless. This setup successfully handled hundreds of thousands of deposits. No errors. No downtime. Everything looked rock solid. Until about 6 months later. Our payment gateway provider reached out: "We’re seeing a spike in token generation. It’s burning through our resources." My first reaction: Wait, what? We followed the docs and generated a new token before every payment. Nothing seemed wrong. But here’s what we missed: each token had a 20-minute lifespan. Yet,…  ( 4 min )

Imagine this: you have spent countless hours designing an exceptional website. The UI was spotless, the content was informative and entertaining, and the code was pristine. But when you finally googled it, it had been buried deep inside - somewhere on the pages of much worse sites. Why? Because it gave the least importance to the technical SEO factor. In the modern digital space, technical SEO is the backbone of online visibility; it ensures that search engines can crawl and understand your website well enough to rank it. Without this, even the best websites will never be found. Now, let's dive deep into actionable tips on how to optimize your site structure and performance for both search engines and users. Perfect Your Site Structure A well-organized site structure acts like a roadmap fo…  ( 5 min )

Large Language Models (LLMs) have demonstrated remarkable capabilities across a myriad of natural language processing tasks, from content generation to complex reasoning. However, achieving peak performance and ensuring alignment with specific user needs and safety guidelines remains a significant challenge. Traditional fine-tuning approaches often fall short in capturing the nuanced preferences and implicit knowledge that are critical for real-world applications. This article explores how integrating both human and AI-generated feedback into the LLM fine-tuning pipeline on Amazon SageMaker can dramatically enhance model performance, robustness, and alignment. Context and Motivation While pre-trained LLMs offer a powerful foundation, their general nature often necessitates further adaptati…  ( 12 min )

Started Volunteering as a System Admin for an NPO About two months ago, I started volunteering for an NPO in a system admin role. The organization is quite pre-modern in how it operates—user inquiries were handled entirely via email. Sometimes our IT-related team handled the issues, and other times we had to forward them to the appropriate department. Of course, that meant forwarding the emails. I hadn’t seen dozens of endless “Re:Re:Re:” threads in a while. It felt like time-traveling back to the 2000s when I first entered the workforce. Fortunately, the NPO uses Google Workspace for Nonprofits, so we have access to the basic Google apps. I decided to centralize user inquiries using a Google Form. However, form responses are aggregated into a spreadsheet by default, and managing each ca…  ( 6 min )

Setting up automated deployments is crucial for developers who want to streamline their workflow and push updates faster. But managing complex CI/CD tools like Jenkins can slow things down and add unnecessary complexity. What if there was a simpler way to deploy your app automatically after every Git push, without dealing with the overhead of Jenkins? In this post, we’ll walk through a straightforward way to set up auto deployments after every Git push using an easy-to-use platform - without the need for Jenkins or complex configurations. Auto deployments are a game-changer. Instead of manually deploying your app each time you push code, everything happens automatically. This means your latest changes are live as soon as they’re committed, allowing you to see the impact of your work quickl…  ( 5 min )

Hyperscale refers to an IT architecture’s ability to efficiently and rapidly scale as resource demands increase. It's the backbone of operations for tech giants like Google and Amazon, allowing them to manage massive volumes of data with ease. This architecture integrates computing, storage, and virtualization into a unified system that supports high-performance and scalable infrastructures. Hyperscale is important because it plays a critical role in managing dynamic workloads and handling the exponential growth of data. Businesses benefit from rapid scalability without major infrastructure overhauls, cost efficiency through optimized resource usage, and enhanced performance and reliability via distributed systems. This makes hyperscale a vital tool for organizations embracing big data and…  ( 4 min )

As businesses grow, platforms like Heroku often become limiting. You start to feel the need for more control over networking, infrastructure, security, and scalability. That’s exactly where AWS comes in — but transitioning from a PaaS like Heroku to a powerful IaaS like AWS can feel overwhelming. At Hybytes, we’ve helped several teams migrate from Heroku to AWS using Terraform, and in this post, I want to share a breakdown of how to approach this migration in a structured, repeatable way. Heroku is great for getting started fast. But for growing teams, it brings challenges like: High costs at scale Limited infrastructure control Vendor lock-in Basic security/compliance tools AWS provides the flexibility and scale you need — but requires good DevOps practices. We used Terraform to provision and manage infrastructure across: VPC, Subnets, Security Groups Amazon RDS (PostgreSQL) Amazon ECS/Fargate for containers SSM Parameter Store for config and secrets ALB + Route 53 for traffic routing We broke down the migration into clear stages: infrastructure setup, data migration, containerization, CI/CD pipeline, then DNS cutover. Always start with a staging environment before going live Use Terraform workspaces to manage multiple environments Set up CloudWatch and cost alerts from day one Replace Heroku Config Vars with SSM parameters securely Terraform GitHub Actions for CI/CD Docker + Amazon ECR pg_dump / pg_restore for PostgreSQL migrations Datadog for monitoring Moving from Heroku to AWS isn’t just a technical migration — it’s a shift in how your team builds and operates. With Terraform, it becomes much more manageable, auditable, and scalable. We’ve documented our full guide here: If you're planning something similar, feel free to connect. I’d love to share ideas or collaborate on content!  ( 4 min )

I Applied at a FAANG and Failed — Three Interviewing Lessons Cesar Aguirre ・ Aug 19 '24 #career #interview #careerdevelopment #beginners  ( 3 min )

A cryptocurrency exchange is a digital platform designed to buy, sell, and exchange various crypto assets. It works on the principle of classic stock exchanges, but instead of shares and goods, users trade digital currencies: Bitcoin, Ethereum, and other altcoins. I got some key features for analytics from my article on the development of a crypto exchange on the Merehead website. Cryptocurrency exchanges are an integral part of the digital financial ecosystem. Such platforms provide convenient tools for making transactions and create a liquid market for traders and investors around the world. Users can buy crypto on such platforms for fiat money (dollars, euros, hryvnias) or exchange one digital asset for another. Exchanges provide traders with tools for market analysis, placing orders, a…  ( 6 min )

🎙️We have prepared a lot of new things in HMPL.js for developers! Anthony Max for HMPL.js ・ May 21 #webdev #javascript #programming #opensource  ( 2 min )

How AI's Self-Engineering Feedback Loops Are Rewriting Technological Evolution In the quiet hum of data centres worldwide, a subtle revolution is taking place. Artificial intelligence systems are no longer merely tools crafted by human engineers; they have begun to participate in their own evolution. Through intricate networks of feedback loops, today's AI systems are learning not just from human input but from their own outputs, mistakes, and interactions—effectively turning the traditional innovation cycle inside out. This recursive self-improvement represents perhaps the most profound shift in technological development since the industrial revolution: machines that increasingly engineer themselves. As we stand at this inflection point, the cascading effects of AI's self-engineering ca…  ( 13 min )

Functional Requirements: 1-to-1 Chat Last Seen Group Chat Text only (E2E Encryption) Non-Functional Requirements: Messages must reach the receiver quickly. Communication must be real-time. Assumptions Functional Requirements: 3 billion monthly active users, 2 billion daily active users, with 33 minutes of daily usage per user. Each user sends a "last seen" status 10 times per minute. 5% of 2 billion = 100 million concurrently active users. 100 billion messages per day or 2KB × 100 billion = 2 × 10¹¹ KB = 200 TB per day. 100 billion messages per day = 1.16 million messages per second. We will use Signal Protocol for end to end encryption Capacity Estimation 3 billion monthly active users, 2 billion daily active users, with 33 minutes of daily usage. 100 million concurrently active users. 10…  ( 4 min )

We maximize what we measure. Without clarity on purpose, we measure the things that make us feel good. These pleasures distract us from deriving joy from what we maximize. In short, we (I) tend to focus on the input more than impact. By understanding how to define and measure productivity for ourselves, we reset our focus. First we will define productivity, then we will understand how to use all sources of information, last we'll look at 6 lenses we can use to view our own productivity and how we can "clean the lense" to have a more clear picture. If we define productivity as "the ability to have impact," our metrics for whether we are productive are subject to the context in which we operate. Put another way, there is no consistent metric we can apply to understand whether we are producti…  ( 9 min )

On May 20, 2025, Google hosted its annual developer conference, Google I/O 2025. The event introduced groundbreaking updates across AI and Extended Reality (XR), signaling the beginning of a new era in computing. Below is a streamlined summary of the most important announcements. Watch the full keynote: https://youtu.be/o8NiE3XMPrM Gemini 2.5 Pro (I/O Edition): Google’s most advanced foundation model yet. Ranked #1 across all categories on the LMArena leaderboard. Coding ability improved by 142 Elo points. It supports advanced code generation and real-time design optimization, available for free. Gemini 2.5 Flash: A lightweight, fast, and low-cost version optimized for inference and long-context processing. DeepThink Mode: New for Gemini 2.5 Pro, it enhances performance through extended th…  ( 5 min )

🎉 react-emoji-toggle-button is available now! ✨ Key Features: Perfect for chat apps, comment sections, and any interactive UI that deserves an expressive touch! 💬💛 🌐 Live Demo: Demo 📦 Install via npm: npm i react-emoji-toggle-button 🔗 GitHub: GitHub Repo If you like it, don’t forget to ⭐️ the repo and share it with fellow developers! 🙌 Bring emojis to life in your app today! 🧑‍💻🚀  ( 3 min )

Quando estamos aprendendo Ruby, rapidamente percebemos como os métodos são fundamentais para a estrutura da linguagem. Diferente de outras linguagens de programação, Ruby trata métodos com uma elegância singular, oferecendo diversas formas de defini-los e chamá-los. Vamos explorar em detalhes como funcionam os métodos em Ruby e algumas técnicas avançadas que podem elevar seu código a um novo patamar. Em Ruby, definimos métodos usando a palavra-chave def. O corpo do método contém expressões Ruby normais, e o valor de retorno é o resultado da última expressão executada (ou o argumento de um return explícito). def saudacao(nome) "Olá, #{nome}!" end puts saudacao("Maria") # Imprime: Olá, Maria! Uma característica interessante é que podemos redefinir um método sem erros - Ruby apenas emite …  ( 7 min )

Building QuickHire: A Full-Stack Job Board with Real-Time Chat Using React 19 and Socket.IO Introduction Hello fellow developers! 👋 Today I'm excited to share my latest project: QuickHire, a modern job board application that connects job seekers and employers with real-time chat functionality. The job search process is often fragmented and inefficient. Job seekers have to juggle multiple platforms, while employers struggle to find the right candidates quickly. Communication between parties is typically slow, relying on email exchanges that can take days. I wanted to build a solution that: Centralizes the job search experience Provides immediate communication between candidates and employers Creates a seamless application tracking system Works well for both sides of the hirin…  ( 5 min )

Google I/O Keynote 2025 Summary: Advancements in AI, Search, and XR. Ironwood 7th Generation TPU(Tensor Processing Unit): Designed to power thinking and inference at scale with 10X performance over previous generation. Coming to Google Cloud customers later this year. Update: Gemini Now Has over 400M monthly users. Gemini 2.5 Pro: Optimized for quality and complex tasks. It includes an enhanced reasoning mode called Deep Think Gemini 2.5 Flash: optimized for speed and cost-efficiency, particularly for high-volume applications. Jules: Google's AI Coding Agent. Jules autonomously reads your code performs tasks like writing tests and fixing bugs. Gemini Live: This feature, leveraging Project Astra, rolled out on Android and iOS already, allowing real-time conversations with Gemini about …  ( 5 min )

In this quick guide, we’ll walk through how to deploy a Docker application to Coolify in just five minutes. Coolify is a self-hosted platform that makes it easy to manage your applications with a user-friendly interface. Let’s get started! Set up a Coolify project to manage your application. Create a GitHub repository for your Dockerized app. Build and deploy your application using a Dockerfile. Access your app through a generated domain. Coolify is a platform that allows you to self-host applications easily. Think of it as your own version of Vercel, but with more control. You can deploy various applications, and it provides a clean UI to manage everything. To begin, you need to have Coolify installed on your VPS. Once that’s done, follow these steps: Create a New Project: In the…  ( 4 min )

Introduction Blockchain has evolved from a niche concept underpinning Bitcoin to a rich ecosystem of cryptocurrencies, smart contracts, decentralized finance (DeFi), non-fungible tokens (NFTs), Web3.0, and more. At first glance, terms like Bitcoin, Ethereum, Solana, ADA, NFT, DeFi, Web3.0, Binance, MetaMask, and MEW can feel overwhelming. This article breaks down core concepts, traces key milestones, explains why Bitcoin and base chains (Layer 1) were needed, and compares major platforms (Ethereum, Solana, Polygon, XRP) as well as the latest consensus algorithms. Early Inspirations (1991–2008) 1991: Haber & Stornetta propose a tamper-evident timestamping scheme. 1998–2004: “b-money,” “bit gold,” and “Reusable Proofs of Work” lay groundwork for distributed digital cash. Bitcoin’s Genesis …  ( 5 min )

First, let’s understand what is DOM: DOM stands for Document Object Model. DOM is a tree-like structure that represents the HTML elements of a webpage. It’s like a blueprint for a webpage. (i) Document- It’s the file where the HTML elements are stored. (ii) Object- Each HTML element/tag is an object. (iii) Model- The model is the hierarchy/sequence of the HTML elements. A developer accesses this DOM to modify/change the structure, style, and content to update the webpage layout using a programming language like Javascript. Why Virtual DOM: Direct manipulation of real DOM is slow, inefficient and reduces performance. While direct manipulation, the browser recalculates the layout of the webpage and repaints it. So multiple or small frequent DOM changes may lead to frame drop, delayed interaction or freezing. Virtual DOM resolves these issues. What is Virtual DOM: Virtual refers to something that has the characteristics of something real but not the real thing itself. So virtual DOM resembles the actual/real DOM but is not the actual DOM itself. We can define virtual DOM like this: Virtual DOM is a lightweight, in-memory representation of the actual(real) DOM. Role of Virtual DOM in React: 1) Initial Render: When a React component renders, it creates a Virtua DOM tree that mirrors the structure of real/actual DOM. 2) State/Props change: When state or props update, React creates a new Virtual DOM tree. 3) Diffing: Now React compares this newly generated Virtual DOM with the previous Virtual DOM to identify the differences and determine the minimal set of changes needed to avoid unnecessary updates to the real DOM. 4) Reconciliation: Only the differences like updated text and added elements are applied to the actual DOM. This is called reconciliation. This way react avoids unnecessary rerenders & updates the webpage quickly & efficiently.  ( 3 min )

DIVING INTO (SQL) USING POSTGRESQL TABLE OF CONTENTS Introduction to SQL Why SQL is important Database concepts Steps to connect to a database and making a table Commands on a table INTRODUCTION TO SQL ABBREVIATIONS WHY IS SQL IMPORTANT This article is meant to look into the introduction of SQL (Search Query Language) and better beginners on how SQL can be used and interacted with. There are key things we need to look into: - KEYWORDS Data Analytics - It refers to the process of examining, transforming, & modeling data in order to establish patterns and patterns to make data-driven decisions. DATABASE CONCEPTS These database concepts are meant to familiarize you with the understanding of what a beginner student will encounter. This knowledge will…  ( 7 min )

Schedule Management 1、Import relevant dependencies. // entry/src/main/ets/entryability/EntryAbility.ets import {abilityAccessCtrl,AbilityConstant, common, PermissionRequestResult, Permissions, UIAbility, Want } from '@kit.AbilityKit'; import { BusinessError } from '@kit.BasicServicesKit'; import { calendarManager } from '@kit.CalendarKit'; import { window } from '@kit.ArkUI'; 2、Request Permissions. When using Calendar Kit, you need to declare the permissions required for reading and writing calendar schedules in module.json5: ohos.permission.READ_CALENDAR and ohos.permission.WRITE_CALENDAR. // entry/src/main/ets/entryability/EntryAbility.ets export let calendarMgr: calendarManager.CalendarManager | null = null; export let mContext: common.UIAbilityContext | null = null; export default c…  ( 6 min )

In today’s fast-paced digital world, staying competitive means embracing smarter, faster, and more scalable solutions. At the forefront of this transformation is AI automation — a powerful combination of artificial intelligence and automated processes that’s reshaping how businesses operate across every industry. What Is AI Automation? Why AI Automation Matters Boosts Productivity Reduces Costs Enables Smarter Decision-Making Improves Customer Experience Supports Innovation Real-World Applications Finance: Fraud detection, invoice processing, and robo-advisors. Healthcare: AI-assisted diagnostics, patient scheduling, and medical record management. Manufacturing: Predictive maintenance, supply chain optimization, and quality control. The Future Is Now Final Thoughts Whether you're a startup or a large enterprise, the path forward involves working smarter. AI automation isn’t about replacing people — it’s about augmenting human potential and letting technology handle the tedious, so humans can focus on what matters most: innovation, empathy, and growth.  ( 4 min )

Read the full article here: Floating Pi Post  ( 2 min )

Building web applications requires both front-end expertise and back-end infrastructure. Appwrite Sites simplifies this process by providing a platform for deploying, hosting, and scaling web applications. To ease this process even further, Appwrite Sites offers a variety of starter kits for popular frameworks like Next.js, React, Vue, Nuxt, Angular, SvelteKit, and Flutter. In this blog, you will learn how to set up the Next.js starter template and deploy it to Appwrite Sites. Next.js is a React framework that enables developers to build fast, scalable web applications with features like server-side rendering, static site generation, and API routes out of the box. Appwrite's Next.js starter template includes: A clean, single-page UI Integration with Appwrite's SDK Pre-configured deployment…  ( 4 min )

Writing Tests with #[cfg(test)] and Modules in Rust Rust is celebrated for its focus on correctness, performance, and safety. What often gets overlooked is how it empowers developers to write clean, idiomatic tests. If you're aiming to write robust software, testing is not optional—it's essential. But how do you structure your tests in Rust effectively? Enter #[cfg(test)] and private test modules. In this blog post, we'll explore idiomatic testing practices in Rust, unpack why they matter, and walk through practical examples to show you how to structure your tests like a pro. Rust's testing ecosystem is built into the language itself. You don’t need external libraries to write basic tests—it’s all part of the standard library. This integration encourages developers to embrace testing fr…  ( 6 min )

“The chains of habit are too light to be felt until they are too heavy to be broken.” In startups, we obsess over product-market fit, fundraising, frameworks, and features. But what if the rot isn’t outside — what if it starts from within? As the co-founder and CTO of a 12-year-old tech firm, let me say this bluntly: it's not the market, not the tech, not the competition — it’s me. Ignorance doesn’t always shout. Sometimes it sits quietly in the corner: Not knowing how your developer interpreted a feature. Not reviewing the pull request — just merging to “save time.” Not asking “what went wrong” when a module fails. Not tracking what wasn’t done — only what got shipped. We ignore because we trust. “it’ll work itself out.” But the truth is: every bug left untraced, every ambiguity left uncl…  ( 4 min )

If you're a managed service provider (MSP) working with healthcare clients, you’ve probably heard the term HIPAA thrown around like it’s the holy grail of compliance. But let’s be honest: HIPAA can feel like a maze of rules, jargon, and potential pitfalls that keep you up at night. One wrong move, and you could be facing hefty fines, angry clients, or even lawsuits. No pressure, right? HIPAA) isn’t just a box to check; it’s a critical framework for protecting patient data and ensuring trust in healthcare IT. For MSPs, navigating HIPAA is non-negotiable if you’re supporting doctors’ offices, hospitals, or any organization handling protected health information (PHI). This blog is your survival guide to understanding HIPAA, why it matters for MSPs, the risks of non-compliance, and practical s…  ( 7 min )

A brief introduction on watsonx Code Assistant & Terraform: A New Era of Intelligent Infrastructure Automation Terraform stands out as a powerful tool for operations teams, enabling the automation of infrastructure provisioning in an industrialized and scalable manner. Its declarative approach allows users to define the desired state of their infrastructure, and Terraform handles the complexities of achieving that state. Unlike tools such as Pulumi, which necessitate proficiency in programming languages like Go or Python, Terraform significantly boosts productivity without requiring any programming language knowledge. Instead, it leverages a scripting-like syntax, empowering operations professionals to build robust infrastructures declaratively. However, for individuals unfamiliar with Te…  ( 8 min )

Na dinâmica da prática clínica, a atualização profissional contínua emerge como um elemento essencial para os psicólogos que desejam oferecer um atendimento de excelência e alinhado às demandas atuais. Com o avanço constante das pesquisas, das abordagens teóricas e das tecnologias disponíveis, manter uma agenda de atualização bem estruturada é fundamental para aprimorar habilidades, expandir conhecimentos e garantir uma intervenção mais eficaz. Além disso, a atualização constante possibilita ao profissional adaptar suas estratégias às mudanças sociais, culturais e psicológicas que impactam seus pacientes. Nesse cenário, uma agenda organizada de capacitações, cursos, eventos e estudos é crucial para fortalecer a credibilidade e a competitividade no mercado de trabalho, ao mesmo tempo em que…  ( 6 min )

A avaliação oral do TDAH desempenha um papel fundamental na identificação precisa desse transtorno, especialmente em crianças, adolescentes e adultos. Compreender as dificuldades saiba mais enfrentadas pelos indivíduos durante as interações verbais permite um diagnóstico mais completo e eficaz, facilitando a elaboração de estratégias de intervenção adequadas. Nesse contexto, a avaliação oral oferece insights valiosos sobre os aspectos atencionais, impulsivos e hiperativos que muitas vezes se manifestam na fala, na comunicação e na interação social. Além disso, ela contribui para diferenciar o TDAH de outros transtornos com sintomas semelhantes, promovendo uma abordagem multidisciplinar e detalhada. Com o aumento da conscientização e da importância de intervenções precoces, a realização de …  ( 6 min )

Are you excited to welcome your new baby home? While a child is a blessing, pregnancy isn’t always a walk in the park for many women. It often brings physical challenges, like morning sickness and pelvic pain. Worse, this discomfort can sometimes linger into the postpartum period! Fortunately, managing pelvic pain in pregnancy isn’t something you have to do alone. At Zionsville Physical Therapy, we want to help you focus on what matters–preparing for and bonding with your baby. Whether you’re pregnant or postpartum, the last thing you want to do is worry about pelvic pain. Today, we want to explore why you might experience pelvic pain during pregnancy–and share what our Zionsville, IN therapists can do to help. Keep reading to learn more! *What Causes Pelvic Pain During and After Pregnancy…  ( 4 min )

In the world of Agile, we plan sprints, run stand-ups, and continuously adapt. Yet one thing often goes under the radar: how our team spends its time. Sure, Agile emphasizes working software over comprehensive documentation, but if we're not measuring time, are we missing a critical part of the feedback loop? Let’s explore how time tracking, when done right, can be a powerful tool for Agile teams. Velocity charts, burndown graphs, and story points are great. But they don’t always answer questions like: Why did this sprint go off track? How much time do we spend in meetings vs. building features? Are we consistently underestimating certain types of tasks? These are the kinds of questions that time tracking helps answer. Let’s address the elephant in the room: developers tend to hate time tr…  ( 4 min )

Choosing the best Machine Translation engine isn’t as simple as picking the most popular name — you need a solution that fits your content type, subject matter, and workflow. In addition, your organization is expanding, and with it, the need for accurate, fast, and cost-effective translation. So selecting the right Machine Translation engine is a crucial step for achieving accurate and context-appropriate translations. As translation industry veterans, we’ve witnessed the consequences that follow when an organization skips this step. Today’s article explores the various AI-driven engines readily available for translation and provides guidance on choosing the best one for specific content types, subject matters, and activities. For example, Transcreation versus pure translation. This way, y…  ( 4 min )

Why You Should Know About CORS Knowing CORS inside out doesn’t just make you feel smarter—it’s critical for building secure systems on the internet. Cross-Origin Resource Sharing (CORS) is like a big bouncer at the gate of your browser’s exclusive club, saying: “SORRY, YOU’RE NOT ON THE LIST.” ...to any uninvited requests. There are many ways to learn about CORS. In this blog, we’re ditching the frontend perspective (and the cybersecurity deep dive) to focus on: What CORS actually does Why it exists How you—the backend dev—are in charge of making it behave The Same-Origin Policy (SOP) Before diving into CORS, let’s cover why it exists. The Same-Origin Policy (SOP) is a browser-enforced security rule that restricts how sites (technically, origins) interact. Without it, a…  ( 8 min )

Real estate investing is no longer just for the wealthy. A platform like Lofty AI has changed the game by making it easy and affordable. Users can now invest in property without owning the whole thing. Through tokenized ownership, investors buy small shares of real estate. This model provides daily rental income, secure transactions, and high liquidity. With fractional ownership rising fast, building such platforms is a smart move. This guide covers everything you need for Lofty AI like platform development, including features, costs, and strategy. A platform like Lofty AI allows people to invest in tokenized real estate. It uses blockchain to track ownership and AI to evaluate properties. Everything happens online, fast and secure. Users purchase digital tokens representing a share of a p…  ( 6 min )

Table of Contents Introduction What is Shell Scripting? Types of Shells Real-World Scenario: Shell Scripting Conclusion Let's Connect Welcome back to Day 27 of this practical Linux challenge! If you have been following my articles and practicing your commands on RHEL 9, then you are already using the shell! Now, imagine having the shell perform multiple tasks for you automatically. That is what shell scripting is all about. A shell is a command-line interpreter that lets you interact with the operating system. Shell scripting is the process of writing a series of shell (command-line) instructions in a file that can be executed like a program. Think of it like creating your own little tool to automate boring or repetitive tasks! With it, you can: Automate backups Monitor system perfo…  ( 4 min )

An attempt to build a complete list of all the ways a DOM node could be created or accessed. A study in ambient authority The target audience of this post is mostly my future self. No warranty of any kind, no claims this is complete. Also, note that Gal Weizman probably has more comprehensive research on the topic but this is intentionally dense and narrow in scope. Also, it's easier for me to dig up my post than message Gal. // Standard API document.createElement('div'); // Namespaced element document.createElementNS('http://www.w3.org/1999/xhtml', 'div'); // HTML parsing APIs (new DOMParser()).parseFromString(' ', 'text/html').body.firstChild; // Range API document.createRange().createContextualFragment(' ').firstChild; // Template element Object.assign(document.c…  ( 6 min )

🌟 The Ultimate Git Reference: All Commands from Beginner to Advanced Hanzla Baig ・ May 21 #git #webdev #discuss #programming  ( 3 min )

A journey into how one man's frustration inside a particle lab created the foundation of the modern web. In 1989, deep within the sprawling scientific corridors of CERN in Geneva, Tim Berners-Lee faced a quiet but maddening challenge. Physicists were drowning in data — yet they had no shared way to access or link it. Information was locked inside incompatible systems. A document on a VAX machine couldn’t be easily opened by a UNIX terminal. Sharing findings required a combination of emails, FTP commands, and paper printouts. It was a fragmented world. Tim drafted a proposal: "Information Management: A Proposal." It introduced a radical thought — using hypertext over the internet to interconnect documents. A web... a World Wide Web. Before HTML, documents existed in a range of formats: Plai…  ( 6 min )

How Cloud Evolution Unlocked AI's Democratic Future In a windowless room in Cambridge in 1997, DeepBlue defeated chess grandmaster Garry Kasparov, sending shockwaves through the technology world. By 2025, AI systems surpassing human capability have become commonplace tools of business. The computational demands that once required multi-million-pound data centres have evolved into sophisticated ecosystems delivering AI-as-utility. From Google's TPUv6 clusters to AWS's Graviton4-AI architecture, intelligent compute fabric has transformed from simple storage solutions into AI acceleration environments that anticipate developer needs. This evolution hasn't merely compressed development cycles from years to days; it has fundamentally rewritten participation rules in the AI revolution, creatin…  ( 18 min )

Hey 👋 Short and sweet newsletter this week! Packed with some nice design reads and cool CSS tools... Enjoy 🦄 - Adam at Unicorn Club. Get the latest edition delivered straight to your inbox every week. By subscribing, you'll: Receive the newsletter earlier than everyone else. Access exclusive content not available to non-subscribers. Stay updated with the latest trends in design, coding, and innovation. Don't miss out! Click the link below to subscribe and be part of our growing community of front-end developers and UX/UI designers. Subscribe Now - It's Free! Sponsored by Bit Composable Software Bit. Deployment independence with SPA and SSR performance Build highly performant and consistent platforms from independent business features combining React, NodeJS, Angular or Vue comp…  ( 5 min )

Sempre que você acessa um site pode notar que a URL exibida no navegador é algo como https://dev.to, você sabe que dev.to é o endereço do site, a localização dele na web. Mas o que são as letrinhas HTTPS ou HTTP antes do endereço? Neste artigo vamos entender o que é o HTTP, para quê serve e como funciona. O Hyper Transfer Text Protocol, ou HTPP, é um protocolo de transferência de documentos de hipermídia da camada de aplicação. Ele foi projeto para comunicação entre clientes e servidores, mas também pode ser usado para outros fins, como comunicação máquina a máquina, acesso programático a APIs e muito mais. Ele é enviado por TCP ou por conexção TCP criptografada por TLS ou SSL, o HTTPS utiliza esta camada adicional de segurança. Confira mais detalhes da história do HTTP. O HTTP segue o mod…  ( 5 min )

I set out to calculate NDVI and visualize vegetation in Finland using satellite imagery. But before I could get anything meaningful on the screen, everything broke, and every fix taught me something new. This post is a breakdown of what I got wrong, what didn’t make sense, and how I eventually got it working. I started by downloading Sentinel-2 .tiff files from Copernicus. They looked fine, no errors, so I loaded them into QGIS. What I saw: a completely dark image. I assumed the darkness was normal because it was “raw data.” But something didn’t feel right. I deleted the files and downloaded another set, same issue. I tried different pixels, formats, even downloaded 32-bit, then 16-bit versions. Still dark. When I first loaded the raster in QGIS, the project was set to EPSG:3857 (Web Merca…  ( 5 min )

Recently, I took on a side project that’s been both a technical refresher and a creative outlet: a pathfinding visualizer built with React. The motivation was simple — I missed building things for the sake of building. Recently in my career, I’ve been more focused on svelte and flutter, and I wanted to reconnect with my react foundation. With no time pressure or stakeholder demands, I gave myself the space to explore, iterate, and have fun. The project itself is a visual tool that lets users see how different pathfinding algorithms work in real time. Think Dijkstra’s, A*, and BFS — animated and interactive. It was a great way to sharpen my JavaScript fundamentals, revisit React hooks and component design, and even brush up on algorithmic thinking. More than just a technical exercise, this project reminded me why I love software development and particularly frontend: the immediate feedback of building, breaking, and fixing — and the satisfaction of watching an idea come to life on screen. If you’re curious, you can check it out or have a look at the code here ⚠️ Due to some CSS hacks I used with linear gradients, it does not render correctly on firefox. Tested on chromium and safari  ( 3 min )

Hey friends! If you’re working with cloud systems or microservices, you know how important it is to keep an eye on your apps and infrastructure. Observability tools help you track metrics, logs, and traces so you can fix issues before users even notice. Let me share 10 free, open-source tools that even big companies use to monitor their systems. No jargon, just simple explanations! Metrics & Monitoring Prometheus Think of it as a watchdog for your apps. It collects real-time metrics (like CPU usage or request rates) and alerts you if something goes wrong. Perfect for Kubernetes environments. Thanos Prometheus is great, but what if you need to store metrics for years? Thanos adds long-term storage and lets you query data across multiple clusters. Cortex Need Prometheus f…  ( 4 min )

Author Credit: 💥 Intro 📦 Overview This isn’t just about restarting Redis. ✅ Features Checks both port (6379) and UNIX socket (/var/run/redis/redis-server.sock) Detects outages and auto-restarts the service Triggers .msg alerts into Discord/Telegram via comm agents Tracks daily: Uptime/downtime seconds Restart counts State transitions Cooldown control via should_alert() Optional always_alert=1 mode for rapid-fire testing or swarm demos Daily logs dropped to /comm/redis-hammer/ 📣 Example Reflex Alerts 📣 Swarm Alert 📣 Swarm Alert { "universal_id": "redis-hammer", /comm/redis-hammer/uptime_YYYY-MM-DD.log { "date": "2025-05-21", 💬 Codex Lore (Optional Drop) 🧠 This Agent Pairs Well With: docker-hydra — Container survival monitor (coming soon) agent_doctor-1 — Swarm heartbeat triage discord-delta — External alert relay to operators 🔗 Links https://github.com/matrixswarm/matrixswarm Docs: https://matrixswarm.com Discord: https://discord.gg/NEvMJ4DV Codex: /agents/redis-hammer  ( 4 min )

Hi everyone, I recently built an open-source WhatsApp chatbot using Python, Google’s Gemini AI, and WaSenderAPI. The goal was to create a practical and affordable chatbot that’s easy to set up and flexible enough for real-world use. AI-Powered Responses WhatsApp Integration Cost-Effective Open Source You can check it out here: whatsapp-python-chatbot I’d appreciate any feedback, suggestions, or contributions. If you find it useful or see areas for improvement, feel free to open an issue or a pull request. Thanks for reading.  ( 3 min )

In today’s hyper-connected world, businesses must evolve rapidly to stay competitive. At BitriseDev, we specialize in delivering transformative digital solutions that help startups, SMEs, and enterprises scale smarter and operate more efficiently. 🚀 Who We Are Our expertise includes: Custom Web Development WordPress Website Development AI-Powered Chatbots and Voice Bots Intelligent Virtual Agents Business Process Automation 💡 Our Core Services ✅ AI Chatbots & Voice Bots ✅ Intelligent Agents & Automation 🔍 Why Choose BitriseDev? ✔️ Scalable, Secure Architecture ✔️ Focus on User Experience (UX) and Performance ✔️ SEO Best Practices Implemented from Day One ✔️ Dedicated Support and Maintenance We don’t just build software—we build value-driven digital ecosystems that accelerate growth. 🌐 Transform Your Business with Next-Gen Technology Whether you're in e-commerce, healthcare, education, fintech, or SaaS, our solutions are tailored to meet your unique challenges and opportunities. 📢 Let’s Build the Future Together Launch a cutting-edge website or platform Integrate AI into your workflows Automate routine operations to save time and resources 👉 Get in touch with us today. 📩 Email: [admin@bitrisedev.com] https://bitrisedev.com Have questions about AI, automation, or web dev trends? Want to collaborate on a project? Drop your thoughts in the comments below!  ( 4 min )

Let’s be honest. Some days it feels like all we do is pick up tickets and crank out features. And somewhere in all that motion, it’s easy to forget: We’re not just here to code. create. You’ve got ideas. You see the patterns. You know when something feels off in the codebase or the product. That voice in your head saying “There’s a better way to do this”? That’s not noise. That’s your engineering instinct kicking in. Yeah, maybe you're not in every product meeting. Maybe the roadmap isn’t something you get to shape yet. But here’s the truth: Culture doesn’t change from the top. It changes when the people doing the work start doing it differently. Start small: Ask why before you start coding. Suggest a better way. Clean up something messy. Pair up. Learn something. Share something. You don’t need permission to care. Engineers: Think about users. Think about systems. Think ahead. You don’t need to be a senior dev to think like one. Every team has someone who raises the bar. Someone who nudges the culture a little closer to better. Why not you? Care about quality, not just speed. Speak up when something doesn’t make sense. Push for smarter decisions — not just faster ones. When enough people take that attitude, the team shifts. The work gets better. builds cool stuff and gives a crap. You’re a builder. Start acting like it. Others will follow. 🗣️ Let’s hear it — what small things have you done to make your team better? Drop them in the comments. Someone else might need the spark.  ( 4 min )

Ever wonder how to make your Go services show signs of life… even when they’re bored out of their mind? You’re not alone. Imagine this: You’ve got a bunch of goroutines quietly waiting for work to show up. All seems peaceful. Until… boom — you discover one of them died hours ago, and no one told you. No logs, no panics, no error traces — just pure ghosting. Wanna avoid that silent death? Let’s teach our goroutines to breathe — or more specifically, send heartbeats. Ever had a background task silently die while your main process happily spins along? Or had to debug why a job queue worker went unresponsive in the middle of the night? Heartbeats help answer: “Hey, is that goroutine still alive… or did it take an early retirement?” If you’re building anything slightly concurrent, heartbeat sig…  ( 6 min )

In 30 days I’ve delivered 2 projects to my customers as a solo developer, taking an average of 2 weeks per project. Shipping SaaS has never been so swift, let me tell you my secret… I don’t use agile methodologies, I don’t write tests, and I certainly don’t bloat my calendar with calls. So how do I work? I mastered a tech stack and leverage AI to build on top of it. I rely on fast iterative feedback loops and customer acceptance. I use my 10+ years of SWE experience to avoid all the pitfalls and drive straight to the solution. And what exactly did I build? The first project was an MVP for an up and coming GenAI startup in the medical field. The second project was production ready app for one of my year long partners in the cyber security field. openapi.json and enriched it with additional …  ( 4 min )

I recently came across Tyler McKnight’s post on what exchanges actually do after a token is listed. As someone who has worked in marketing — and more specifically in the blockchain/crypto space — I felt it raised some important truths, but also left room for deeper discussion. So here's my take. In the Web3 world, getting listed on a CEX is treated like the finish line. But anyone who’s spent time in this space knows it’s just the beginning — and in many ways, the most brutal phase for a project. Yes, listings create visibility. But the real challenge? Maintaining relevance once the launch buzz fades. As Tyler notes, exchanges aren’t here to babysit your metrics or fix your community gaps. They provide the rails — it’s up to projects to actually drive. From my experience, here’s where most…  ( 4 min )

As frontend applications grow more complex, maintaining clean, scalable code becomes challenging. That’s where SOLID principles come in — a set of five design principles aimed at building better software. Though originally coined for object-oriented programming, they apply well to frontend development, especially when working with React.js. In this blog, let’s break down each principle in simple terms with relatable React examples. SOLID is an acronym: S – Single Responsibility Principle O – Open/Closed Principle L – Liskov Substitution Principle I – Interface Segregation Principle D – Dependency Inversion Principle Let’s explore each one. A component should do one thing only. // UI Component function UserCard({ user }) { return {user.name} ; } // Data Fetching Hook function u…  ( 4 min )

Whether you're a DevSecOps engineer, pentester, or just a curious developer — staying ahead in cybersecurity means staying close to the open-source scene. In 2025, GitHub continues to be a goldmine of powerful, community-driven security tools. We’ve rounded up 8 standout projects — all free, open-source, and actively maintained — that are reshaping how we detect, prevent, and respond to threats. These aren’t just buzzwords with stars. These are tools trusted in real-world environments. SafeLine — High-Performance Reverse Proxy with Built-in WAF SafeLine is a blazing-fast reverse proxy integrated with a next-gen Web Application Firewall (WAF). Built in Go, it protects against SQL injection, XSS, HTTP Flood, and more — without slowing down your stack. Advanced WAF engine with intelligent …  ( 6 min )

AI is revolutionizing the fashion industry, offering innovations that go far beyond what many imagined. From virtual fitting rooms to AI-generated fashion designs, the integration of technology into luxury and mainstream fashion is transforming how we shop, create, and experience style. AI tools are helping designers predict trends, reduce waste, and personalize customer experiences with unprecedented precision. As a luxury lifestyle and shopping expert, Namrata Hinduja Geneva highlights the power of AI to enhance brand storytelling and elevate consumer journeys. High-end brands are now using AI-driven analytics to understand customer behavior, while smart mirrors and augmented reality are making in-store experiences more interactive. Digital fashion influencers, AI stylists, and virtual models are also gaining popularity, reshaping how trends are introduced and followed. Namrata Hinduja Geneva (Switzerland) believes that embracing this wave of innovation is not just a trend but a necessity for staying relevant in today’s competitive market. With AI set to redefine everything from product design to personalized recommendations, the fashion industry is stepping into a bold new era. As Namrata Hinduja Geneva, Switzerland emphasizes, staying ahead means understanding and integrating these tools into your lifestyle and brand strategy now.  ( 3 min )

Check out this Pen I made!  ( 2 min )

In the cryptocurrency industry, listing a token on an exchange is often perceived as a milestone—a signal of legitimacy, market validation, and growth potential. However, for developers and project teams, this milestone is just the beginning of a far more critical phase: sustaining visibility, engagement, and adoption post-listing. This article offers a developer-centric analysis of how different centralized exchanges handle post-listing support, based on publicly available data from platforms such as OKX, Gate.io, MEXC, Bybit, and WhiteBIT. Disclaimer: Exchange information is sourced from official websites and verified publications. Always confirm details directly with the respective platform. Once the listing process begins, exchanges apply differing standards, which are often shaped by…  ( 4 min )

You’ve got dashboards. You’ve got alerts. You’ve got logs going back six months. But can you answer this one question? “Who accessed this data, and were they supposed to?” Welcome to the next era of observability: auditable observability — where what you collect isn’t the only concern. It’s about who sees it, how it’s protected, and what trails they leave behind. And if you think your observability stack is ready, think again. Observability has evolved fast. In every SRE and DevOps team I know, there’s a rich landscape of: Prometheus for metrics ✅ Loki or Elasticsearch for logs ✅ Tempo or Jaeger for traces ✅ Grafana dashboards on top ✅ What’s missing? Access control. Audit trails. Data governance. Here’s what that looks like in real life: A junior engineer accidentally sees production logs…  ( 5 min )

Though I am quite far into my development career, a long cry away from when I first posted here a long time ago. I still struggle to understand new tools and fundamental concepts because the time between being told about a new tool or feature, e.g., Grafana, and the time to implement is very short. Usually, as there is an underlying assumption of knowledge from the wider team, or also people don't know much about the tool, but utilise abstraction to implement it as best as they know how. This leaves me feeling quite slow or feeling a bit stupid. Does anyone else feel this way?  ( 3 min )

Are you a Python enthusiast looking for a practical project to enhance your coding skills? The Movie Ticket Booking System Project in Python is an excellent choice. This project offers a real-world scenario of a digital ticket booking system, perfect for students and beginners aiming to learn Python GUI development and database handling. 🚀 What is the Movie Ticket Booking System? 👉 Check out the full project here: Movie Ticket Booking System Project in Python 🧰 Key Features Movie and showtime selection Seat availability display Booking confirmation system SQLite database integration for data storage These features make it a solid example for anyone learning how to build applications with Python. 💡 Why You Should Try This Project Beginners exploring Python with GUI Students working on academic projects Developers looking to improve real-world application skills You’ll get hands-on experience with GUI design, event-driven programming, and database interaction—all wrapped in a fun and relatable use case. 👉 Download and explore the full project here: Movie Ticket Booking System Project in Python 🧠 Final Thoughts Whether you're building a portfolio, completing an assignment, or just tinkering for fun, this project is a great addition to your journey. 👉 Ready to get started? Visit: Movie Ticket Booking System Project in Python  ( 3 min )

In this deep-dive tutorial you’ll learn how to connect to Neo4j exclusively from Python, model a non-trivial schema, ingest multi-domain data (movies, people, characters, companies, reviews, social links, release history), and run Graph Data Science algorithms—all in one script. Natural model for connected data: nodes (entities) + relationships. Cypher: a declarative, SQL-style graph query language. Use cases: recommendations, fraud detection, social networks, knowledge graphs, taxonomy management. Neo4j v5+ running locally (Community or via Docker). Python 3.8+ virtual environment. Install packages: pip install neo4j pandas This script (complex_kg.py) orchestrates the entire lifecycle of your movie‐social knowledge graph: Establish Connection Opens a Bolt session to Neo4j us…  ( 6 min )

Check out this Pen I made!  ( 2 min )

Check out this Pen I made!  ( 2 min )

I’ve been a software developer for many years. Long enough to see waves of innovation come and go—new frameworks, languages, paradigms, all claiming to be game changers. Some were. Many weren’t. But each one taught me something new and helped shape the way I think, solve problems, and build systems. That’s why I’ve been watching the current wave of AI tools—especially generative AI—with a mix of curiosity and caution. Do I use AI in my day-to-day work? Occasionally, yes. Tools like GitHub Copilot can speed up some parts of coding. They can help scaffold a function or remind me of a syntax detail I forgot. They’re useful in the same way autocomplete or Stack Overflow is useful: a reference, a boost, a convenience. But I don’t let these tools do the thinking for me. I prefer to keep my cogni…  ( 6 min )

The article was initially published on the Skyvia blog. Importing CSV files into SQL Server is a common task, ranging from quick one-offs to part of an automated pipeline. Whether you’re loading a small dataset or prepping data for analysis, it helps to know your options and how to avoid common pitfalls. Let’s explore a straightforward way to import CSV data into SQL Server using native tools and a no-code cloud alternative. This is the easiest way to import CSV files directly within SQL Server Management Studio. How it works: Open SSMS and connect to your database. Right-click your database → Tasks → Import Flat File. Select your CSV file and follow the wizard to map columns. Finish importing data into a new table. When to use: For small to medium-sized files. When you want a simple, code…  ( 4 min )

Here's a clear comparison between the two Maven plugins you're dealing with: 🔧 spring-boot-maven-plugin 🧰 maven-compiler-plugin ✅ Summary: Use Both Together 💡 Pro Tip Use maven-compiler-plugin to configure Java version and processors. Use spring-boot-maven-plugin to package and run the app. Let me know if you want a sample pom.xml combining both correctly.  ( 3 min )

📝 This article is an English translation of the original French version available here: https://victor-prdh.com/blog/02-traits-avec-php/ PHP does not support multiple inheritance. To work around this limitation, Traits were introduced in PHP 5.4. They allow injecting methods into several classes without using class inheritance. When misused, they can harm readability and maintainability. When mastered, they are a great tool to structure shared code. Here's an overview of use cases, best practices, and common pitfalls. In PHP, a class can only inherit from one parent class. Traits allow factoring reusable behavior into multiple different classes. trait LoggerTrait { public function log(string $message): void { echo "[LOG] $message\n"; } } class ServiceA { use LoggerTra…  ( 4 min )

🗄️ What is SQL and Why You Should Learn It SQL (Structured Query Language) is the standard language used to interact with relational databases. It allows developers, analysts, and data engineers to retrieve, insert, update, and delete data with simple yet powerful commands. Whether you’re building a small web app or handling massive data pipelines, SQL is everywhere. Data retrieval: SELECT data from tables with filters, joins, and conditions. Database management: Create, alter, or delete tables and relationships. Reporting & analytics: Aggregate data using GROUP BY, HAVING, and ORDER BY. Data cleaning: Identify duplicates, fix formats, and ensure consistency. Integrations: Backend systems, dashboards, and machine learning pipelines all rely on structured data—SQL is the bridge. It's beginner-friendly, yet highly powerful. Works across almost all database systems (MySQL, PostgreSQL, SQL Server, SQLite, etc.). In-demand in tech jobs—from web developers to data scientists. Whether you're a front-end dev querying a users table or a data analyst building insights—SQL is an essential tool in your stack. 🧠 Tip: Start with basic queries, then dive into subqueries, joins, and window functions! Learn more  ( 3 min )

Discovery is a crucial step before implementing any SSL/TLS management solution, especially in complex or distributed IT environments. To identify how many SSL/TLS certificates an organization has — without reaching out to the Certificate Authority (CA) — you can follow a technical discovery approach. Here's how: 🔍 1. Internal Network Scanning Tools Use network scanning tools to discover certificates in use across internal systems. Recommended Tools: Nmap with the ssl-cert script: bash nmap -p 443 --script ssl-cert This reveals certificate details (issuer, subject, expiry, etc.). SSLyze – Fast scanning of SSL endpoints, retrieves cert data. OpenVAS or Nessus – Enterprise-grade vulnerability scanners that can include cert discovery. 🗂 2. Asset Inventory Systems CMDB …  ( 5 min )